seewoo5/awesome-ai-for-math

List of awesome works that use AI for mathematical discoveries.

Python

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380 commits

updated Sep 10, 2026

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awesome-ai-for-math

Awesome

A curated list of 224 awesome papers exploring the use of artificial intelligence / machine learning / deep learning for mathematical discoveries.

See CONTRIBUTING.md for contribution.

Papers by Year LLM Papers by Year

TitleSubject(s)Venue & YearLinks & Resources
A counterexample to Han's conjectureAlgebra, Algebraic Geometry, LLMarXiv 2026
A dual linear programming bound for sphere packing in dimension 36Discrete Geometry, Number Theory, LLMarXiv 2026Code
A Machine Learning Approach That Beats Large Rubik's CubesGraph Theory, Group Theory, RLNeurIPS 2025Code arXiv
A Machine Learning Approach to the Nirenberg ProblemDifferential Geometry, PINNarXiv 2026Code
A Separable Banach Space with a Schauder Basis Which Is Not a Lipschitz Retract of Its BidualAnalysis, LLMarXiv 2026
A Systematization of the Wagner Framework: Graph Theory Conjectures and Reinforcement LearningGraph Theory, RLDiscovery Science 2025Code arXiv
ABC implies that Ramanujan's tau function misses almost all primesNumber Theory, ATPIndagationes Mathematicae 2026Code arXiv
Accelerating mathematical research with language models: A case study of an interaction with GPT-5-Pro on a convex analysis problemAnalysis, LLMarXiv 2025Chat Logs
Advancing mathematics by guiding human intuition with AIKnot Theory, Representation TheoryNature 2021Code
Advancing Mathematics Research with AI-Driven Formal Proof SearchATP, LLMarXiv 2026Code
Agentic Neurosymbolic Collaboration for Mathematical Discovery: A Case Study in Combinatorial DesignCombinatorics, LLM, ATParXiv 2026
AI Co-Mathematician: Accelerating Mathematicians with Agentic AIGroup Theory, Representation Theory, LLMarXiv 2026
AI Finds A WaySurvey, RL, LLMarXiv 2026Anecdotes
AI for Mathematics: Progress, Challenges, and ProspectsSurveyarXiv 2026
AI Mathematician as a Partner in Advancing Mathematical Discovery -- A Case Study in Homogenization TheoryAnalysis, LLMarXiv 2025Chat Logs
AI Mathematician: Towards Fully Automated Frontier Mathematical ResearchAnalysis, LLMarXiv 2025Chat Logs
AI-driven research in pure mathematics and theoretical physicsSurveyNature Reviews Physics 2025
Aletheia tackles FirstProof autonomouslyLLM, BenchmarkarXiv 2026Chat Logs
Algebraic geometric framework of Rogers--Ramanujan identitiesNumber Theory, Combinatorics, Representation Theory, Algebraic Geometry, ATParXiv 2026Code
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement LearningCombinatorics, LLM, RLarXiv 2025Code
Algorithm-assisted discovery of an intrinsic order among mathematical constantsNumber TheoryPNAS 2024Code
Almost all primes are partially regularNumber Theory, ATPArchiv der Mathematik 2026Code arXiv
AlphaEvolve: A coding agent for scientific and algorithmic discoveryMatrix Multiplication, Analysis, Combinatorics, Discrete Geometry, LLMarXiv 2025Unofficial Code
AlphaTensor: Discovering faster matrix multiplication algorithmsMatrix Multiplication, RLNature 2022Code Blog
An algorithm for Aubert-Zelevinsky duality à la Mœglin-WaldspurgerRepresentation Theory, Neural NetworkarXiv 2025Code
An automated proof that R(B_8,B_10)=37Combinatorics, LLM, ATParXiv 2026Code
An equidistribution conjecture for quotient-closed and submodule-closed subcategoriesRepresentation Theory, Algebra, Combinatorics, LLM, ATParXiv 2026Code
An example of a very non-movable effective divisorAlgebraic Geometry, LLMarXiv 2026
An explicit refined Gan--Gross--Prasad identity for Fourier--Jacobi periods of degree 2 Siegel cusp formsNumber Theory, LLMarXiv 2026
An ML approach to resolution of singularitiesAlgebraic Geometry, RLTAG-ML 2023Code
Aristotle: IMO-level Automated Theorem ProvingATP, LLMarXiv 2025
Arithmetic volumes of moduli stacks of ShtukasNumber Theory, Algebraic Geometry, LLMarXiv 2026Chat Logs
Artificial intelligence and machine learning generated conjectures with TxGraffitiGraph Theory, CombinatoricsarXiv 2024Code
Artificial Intelligence and the Structure of MathematicsSurveyarXiv 2026
Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified DiscoverySurveyarXiv 2026Code
Automated Conjecture Resolution with Formal VerificationLLM, ATParXiv 2026Code (Rethlas), Code (Archon), Code (Lean)
Automated Search for Conjectures on Mathematical Constants using Analysis of Integer SequencesNumber TheoryICML 2023Code
Autonomous disproofs of the sum-product conjecture over $\mathbb R$ with GPT-5.5 ProCombinatorics, Number Theory, LLMarXiv 2026Code
Benchmarks in LeipzigBenchmark, LLMarXiv 2026
Beyond Mock Modularity: Elliptic Corrections for Higher Dyson RanksCombinatorics, Number Theory, ATParXiv 2026Code
Can Transformers Do Enumerative Geometry?Algebraic Geometry, Interpretability, TransformerICLR 2025Code
CayleyPy RL: Pathfinding and Reinforcement Learning on Cayley GraphsGraph Theory, Group Theory, RLAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Certifying Arithmeticity for Two Degree-Six Symplectic Hypergeometric Monodromy GroupsNumber Theory, LLMarXiv 2026Code
ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level CombinatoricsBenchmark, Combinatorics, LLMarXiv 2026
Constructions in combinatorics via neural networksGraph Theory, RLarXiv 2021Code
Counterexample to majority optimality in NICD with erasuresAnalysis, LLMarXiv 2025
Counting partial Hadamard matrices in the cubic regimeCombinatorics, LLMarXiv 2026
Data-scientific study of Kronecker coefficientsRepresentation Theory, PCAExperimental Mathematics 2023
Dead ends in square-free digit walksNumber Theory, ATParXiv 2026Code
Decision trees, Frobenius traces, and Weierstrass coefficients of elliptic curvesNumber Theory, Decision Tree, Transformer, Interpretability, LLMarXiv 2026Code
Deep Learning for Symbolic MathematicsDifferential Equations, Symbolic Computation, TransformerICLR 2020Code
Deep Reinforcement Learning for Fano HypersurfacesAlgebraic Geometry, RLarXiv 2026Code
Digesting the proof of the sharp thin-shell inequalityGeometry, Analysis, Probability, LLMarXiv 2026Chat Logs
Discovery of Unstable SingularitiesDifferential Equations, PINNarXiv 2025
Does My Embedding Reflect That A = B? Evaluating Mathematical Equivalence in Embedding ModelsBenchmark, ATP, LLMarXiv 2026
Doubly Saturated Ramsey Graphs: A Case Study in Computer-Assisted Mathematical DiscoveryCombinatorics, LLM, ATParXiv 2026
E6-local systems from cubic threefoldsAlgebraic Geometry, LLMarXiv 2026
Early science acceleration experiments with GPT-5Combinatorics, Optimization Theory, LLMarXiv 2025Chat Logs
Eigenweights for arithmetic Hirzebruch ProportionalityNumber Theory, Representation Theory, LLMPNAS Nexus 2026Chat Logs arXiv
Equality in Fill's spectral gap problemCombinatorics, LLMarXiv 2026
EternalMath: A Living Benchmark of Frontier Mathematics that Evolves with Human DiscoveryBenchmark, LLMarXiv 2026
Even with AI, Bijection Discovery is Still Hard: The Opportunities and Challenges of OpenEvolve for Novel Bijection ConstructionCombinatorics, LLMarXiv 2025
Every finite group admits a just finite presentationGroup Theory, LLMarXiv 2026
Every string has probabilistic automatic complexity at most threeAutomata Theory, LLM, ATParXiv 2026Code
Evolving Local Corrections for Global Constructions in CombinatoricsCombinatorics, LLMarXiv 2026
Evolving Ranking Functions for Canonical Blow-Ups in Positive CharacteristicAlgebraic Geometry, LLMarXiv 2026
Extremal Chowla sets and their linear analogues: A human-AI mathematical investigation using Co-ScientistNumber Theory, Group Theory, LLMarXiv 2026
Extremal descendant integrals on moduli spaces of curves: An inequality discovered and proved in collaboration with AIAlgebraic Geometry, ATP, LLMarXiv 2025Code Chat Logs
Fel's Conjecture on Syzygies of Numerical SemigroupsCombinatorics, Algebra, Number Theory, ATPJournal of Combinatorial Theory, Series A 2026Code arXiv
FIMO: A Challenge Formal Dataset for Automated Theorem ProvingBenchmark, ATParXiv 2023
Finding Kissing Numbers with Game-theoretic Reinforcement LearningDiscrete Geometry, RLarXiv 2025Code
First ProofBenchmark, LLMarXiv 2026Website
First Proof Second BatchBenchmark, LLMarXiv 2026
Flow-based Extremal Mathematical Structure DiscoveryCombinatorics, Transformer, Discrete Geometry, RLarXiv 2026Code
FlowBoost Reveals Phase Transitions and Spectral Structure in Finite Free Information InequalitiesAnalysisarXiv 2026
Forbidden Sidon subsets of perfect difference sets, featuring a human-assisted proofCombinatorics, Number Theory, LLM, ATPProceedings of the National Academy of Sciences 2026Code arXiv
Formal Conjectures: An Open and Evolving Benchmark for Verified Discovery in MathematicsBenchmark, ATParXiv 2026Code
Formalized $q$-series: The Rogers-Ramanujan Identities and BeyondNumber Theory, Combinatorics, ATParXiv 2026Code
Formalizing Mathematics at ScaleATP, LLMarXiv 2026Code (AutoformBot) Code (Atlas)
FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language ModelsBenchmark, ATP, LLMarXiv 2025Website
Four-digit Kaprekar dynamics in odd basesNumber Theory, Combinatorics, ATParXiv 2026
From Black Box to Bijection: Interpreting Machine Learning to Build a Zeta Map AlgorithmCombinatorics, TransformerarXiv 2025
From Euler to AI: Unifying Formulas for Mathematical ConstantsNumber Theory, LLMNeurIPS 2025Code arXiv
FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AIBenchmark, LLMarXiv 2024Website
GAUSS: Benchmarking Structured Mathematical Skills for Large Language ModelsBenchmark, LLMarXiv 2025Website
Generating conjectures on fundamental constants with the Ramanujan MachineNumber TheoryNature 2021Code
Generating Special Triangulations with TransformersMathematical Physics, Algebraic Geometry, TransformerarXiv 2026
Generative AI for brane configurations and coamoebaMathematical Physics, VAEPhysical Review D 2025
Generative Modeling for Mathematical DiscoveryCombinatorics, Number Theory, LLMAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Geometric Generality of Transformer-Based Gröbner Basis ComputationAlgebraic Geometry, TransformerArtificial Intelligence and Mathematics Research 2026arXiv
Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformersDifferential Equations, TransformerNeurIPS 2024Code
Gödel Test: Can Large Language Models Solve Easy Conjectures?Discrete Mathematics, LLMarXiv 2025
HARDMath: A Benchmark Dataset for Challenging Problems in Applied MathematicsBenchmark, LLMarXiv 2024Code
Hierarchical Reinforcement Learning for Sparse-Reward Search in Commutative AlgebraCommutative Algebra, Combinatorics, RL, Neural NetworkICML 2026Code
Hilbert series, machine learning, and applications to physicsAlgebraic Geometry, Mathematical Physics, Neural NetworkPhysics Letters B 2024Code
How Twist Class Redundancy Drives the Prediction of Traces of Frobenius of Elliptic CurvesNumber Theory, Benchmark, TransformerarXiv 2026Dataset
Humanity's Last ExamBenchmark, LLMNature 2026Website arXiv
Illuminating new and known relations between knot invariantsKnot Theory, Neural NetworkMachine Learning: Science and Technology 2024Code arXiv
IMProofBench: Benchmarking AI on Research-Level Mathematical Proof GenerationBenchmark, LLMarXiv 2025Website
Improving the matrix multiplication exponent with modern optimization and AlphaEvolveMatrix Multiplication, Computational Complexity, Optimization Theory, LLMarXiv 2026
In between myth and reality: AI for math -- a case study in category theorySurvey, LLMarXiv 2025
Inclusions between p-bounded crystalline loci in dimension twoAlgebraic Geometry, Number Theory, LLM, ATParXiv 2026Artifacts Code
Int2Int: a framework for mathematics with transformersNumber Theory, TransformerAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Interpretable Machine Learning for Kronecker CoefficientsRepresentation Theory, Neural Network, Symbolic Computation, PCA, TransformerAdvances in Theoretical and Mathematical Physics 2026arXiv
Irrationality of rapidly converging series: a problem of Erdős and GrahamNumber Theory, LLMBulletin of the London Mathematical Society 2026Chat Logs arXiv
Iteris: Agentic Research Loops for Computational MathematicsNumerical Analysis, LLMarXiv 2026Code
k-Coloring is Faster than Computing the Chromatic NumberGraph Theory, Computational Complexity, LLMarXiv 2026Chat Logs
Lattice-Valued Bottleneck DualityCombinatoricsarXiv 2024
LeanMarathon: Toward Reliable AI Co-Mathematicians through Long-Horizon Lean AutoformalizationATP, LLMarXiv 2026Code
LEAP: Supercharging LLMs for Formal Mathematics with Agentic FrameworksATP, LLMarXiv 2026
Learning Euler factors of elliptic curvesNumber Theory, TransformerAdvances in Theoretical and Mathematical Physics 2026arXiv
Learning Fast Monomial Orders for Gröbner Basis ComputationsAlgebraic Geometry, Symbolic Computation, RLarXiv 2026Code
Learning Formal Mathematics From Intrinsic MotivationATP, LLMNeurIPS 2024Code arXiv
Learning Fricke signs from Maass form CoefficientsNumber Theory, LDAAdvances in Theoretical and Mathematical Physics 2026arXiv
Learning knot invariants across dimensionsKnot Theory, Neural NetworkSciPost Physics 2023Code arXiv
Learning the Inverse Ryu--Takayanagi Formula with TransformersMathematical Physics, TransformerJHEP 2026Code arXiv
Learning to compute Gröbner BasisAlgebraic Geometry, TransformerNeurIPS 2024Code
Learning Topological InvarianceKnot Theory, Neural Network, TransformerarXiv 2025
LemmaBench: A Live, Research-Level Benchmark to Evaluate LLM Capabilities in MathematicsBenchmark, LLMarXiv 2026
Lift-independence problem in the $P$-adic Simpson correspondence for curvesAlgebraic Geometry, Number TheoryarXiv 2026Code (Rethlas)
Linear algebra with transformersLinear Algebra, Symbolic Computation, TransformerTMLR 2022Code
Linear dependence of time-frequency shifts of a Schwartz functionAnalysis, LLMarXiv 2026Code
Local cohomology modules with nonclosed supportCommutative Algebra, Algebraic Geometry, LLMarXiv 2026
Lower bounds for multivariate independence polynomials and their generalisationsCombinatorics, LLMarXiv 2026Chat Logs
MA-ProofBench: A Two-Tiered Evaluation of LLMs for Theorem Proving in Mathematical AnalysisBenchmark, ATP, LLMarXiv 2026
Machine Learning Approaches to the Shafarevich-Tate Group of Elliptic CurvesNumber Theory, Neural Network, Decision TreeIJDSMS 2024Code
Machine learning assisted exploration for affine Deligne-Lusztig varietiesNumber Theory, Representation TheoryPeking Math J 2024Code
Machine learning BPS spectra and the gap conjectureMathematical Physics, PCAPhysical Review D 2024
Machine learning Calabi-Yau hypersurfacesMathematical PhysicsPhysical Review D 2022
Machine learning class numbers of real quadratic fieldsNumber Theory, InterpretabilityIJDSMS 2023
Machine learning detects terminal singularitiesAlgebraic GeometryNeurIPS 2023Code Talk
Machine learning for complete intersection Calabi-Yau manifolds: a methodological studyMathematical PhysicsPhysical Review D 2021
Machine learning for modular multiplicationNumber Theory, TransformerResearch Directions in Number Theory 2026Code arXiv
Machine Learning in the String LandscapeMathematical PhysicsJHEP 2017
Machine learning invariants of arithmetic curvesNumber Theory, Logistic Regression, Random ForestJournal of Symbolic Computation 2023
Machine Learning Kreuzer–Skarke Calabi–Yau ThreefoldsMathematical Physics, Algebraic Geometry, Neural NetworkInternational Journal of Modern Physics A 2025arXiv
Machine learning Kronecker coefficientsRepresentation Theory, CNN, Decision TreeIJDSMS 2023
Machine learning line bundle cohomologies of hypersurfaces in toric varietiesAlgebraic GeometryPhysics Letters B 2019
Machine Learning Number FieldsNumber Theory, Neural Network, Random ForestMCGD 2022
Machine learning of Calabi-Yau volumesMathematical Physics, CNN, Linear RegressionPhysical Review D 2017
Machine learning Sasakian G2 topology on contact Calabi-Yau 7-manifoldsMathematical Physics, Neural NetworkPhysics Letters B 2024Code
Machine learning the dimension of a Fano varietyAlgebraic GeometryNature Communications 2023Code
Machine Learning the vanishing order of rational L-functionsNumber Theory, LDA, Neural NetworkAdvances in Theoretical and Mathematical Physics 2026arXiv
Machine-learning dessins d'enfants: explorations via modular and Seiberg–Witten curvesAlgebraic Geometry, Mathematical PhysicsJournal of Physics A 2021
Machine-learning Sato-Tate conjectureNumber TheoryJournal of Symbolic Computation 2022
Machines Learn Number Fields, But How? The Case of Galois GroupsNumber Theory, Logistic Regression, Decision Tree, InterpretabilityResearch in the Mathematical Sciences 2026Code arXiv
Mapping Uncharted Symmetries: Machine Discovery in CombinatoricsCombinatorics, Representation Theory, Neural Network, ATParXiv 2026Code
Mathematical Capabilities of ChatGPTBenchmark, LLMNeurIPS 2023Code arXiv
Mathematical discoveries from program search with large language modelsCombinatorics, LLMNature 2024Code
Mathematical discovery in the age of artificial intelligenceSurveyNature Physics 2025
Mathematical exploration and discovery at scaleCombinatorics, Analysis, Number Theory, Discrete Geometry, LLMarXiv 2025Code
Mathematical methods and human thought in the age of AISurveyarXiv 2026
MiniF2F: a cross-system benchmark for formal Olympiad-level mathematicsBenchmark, ATPICLR 2022
Modularity of Point Counts for the Curves $X^a=Y^b$: New Rogers--Ramanujan IdentitiesNumber Theory, Combinatorics, Representation Theory, ATParXiv 2026Code
Murmurations of Elliptic CurvesNumber Theory, PCAExperimental Mathematics 2024Quanta
Neural network approximations for Calabi-Yau metricsMathematical Physics, Neural NetworkJHEP 2022
New Calabi–Yau manifolds from genetic algorithmsAlgebraic Geometry, Mathematical Physics, Genetic AlgorithmPhysics Letters B 2024
New Lower and Upper Bounds for the Grothendieck ConstantComputational Complexity, Optimization Theory, LLMarXiv 2026Code
New Records for the Hadamard Maximal Determinant Problem in Dimensions 51, 107, and 115Combinatorics, RLarXiv 2026Code
No compromise in the liquid drop modelDifferential Geometry, Mathematical Physics, Analysis, LLMarXiv 2026
Non-uniqueness for a differential equation and a proof by ChatGPTAnalysis, LLMarXiv 2026Chat Logs
Off-diagonal Ramsey numbersCombinatorics, LLMarXiv 2026
Olympiad-level formal mathematical reasoning with reinforcement learningRL, ATPNature 2025
On (not) learning the Möbius functionNumber TheoryarXiv 2026
On the paucity of lattice trianglesGeometry, Number Theory, Combinatorics, ATParXiv 2026Code
On the Quartic Invariant of Odd Degree Binary FormsAlgebraic Geometry, Number Theory, LLM, ATParXiv 2026Code
On two counterexamples in the geometry of numbersDiscrete Geometry, Number Theory, LLMarXiv 2026
Optimal bounds for an Erdős problem on matching integers to distinct multiplesNumber Theory, Combinatorics, ATParXiv 2026Code
Parity of k-differentials in genus zero and oneAlgebraic Geometry, Number Theory, ATParXiv 2026Code
PatternBoost: Constructions in Mathematics with a Little Help from AIDiscrete Geometry, Combinatorics, Transformer, RLarXiv 2024Code
Point Convergence of Nesterov's Accelerated Gradient Method: An AI-Assisted ProofOptimization Theory, LLMarXiv 2025
Positive quasimodular forms and the sign uncertainty principleNumber Theory, Analysis, LLM, ATParXiv 2026Code
Positivity in classical enumerative geometry: a case study in synchronized AI-assisted mathematicsAlgebraic Geometry, LLMarXiv 2026
Power-saving bounds for Thue--Mahler and Mordell equationsNumber Theory, LLMarXiv 2026
Predicting root numbers with neural networksNumber Theory, RNN, CNNIJDSMS 2024
Primitive sets and von Mangoldt chains: Erdős Problem #1196 and beyondNumber Theory, LLM, ATParXiv 2026
Process-Verified Reinforcement Learning for Theorem Proving via LeanATP, LLM, RLarXiv 2026
Proof or Bluff? Evaluating LLMs on 2025 USA Math OlympiadBenchmark, LLMarXiv 2025
ProofNet: Autoformalizing and Formally Proving Undergraduate-Level MathematicsBenchmark, ATParXiv 2023
Putnam-AXIOM: A Functional and Static Benchmark for Measuring Higher Level Mathematical Reasoning in LLMsBenchmark, LLMarXiv 2025
PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical CompetitionBenchmark, ATPNeurIPS 2024Code Website arXiv
QED: An Open-Source Multi-Agent System for Generating Mathematical Proofs on Open ProblemsLLMarXiv 2026Code
R-equivalence on Cubic Surfaces I: Existing Cases with Non-Trivial Universal EquivalenceAlgebraic Geometry, LLMarXiv 2026
Ranks of elliptic curves and deep neural networksNumber Theory, CNNResearch in Number Theory 2023Code
RealMath: A Continuous Benchmark for Evaluating Language Models on Research-Level MathematicsBenchmark, LLMNeurIPS 2025arXiv
Recursions for Mock Theta FunctionsNumber Theory, LLMarXiv 2026Skills and Chat Logs Chat Logs (DeepSeek)
Recursive-algebraic solution of the closed string tachyon vacuum equationMathematical Physics, LLMarXiv 2026Code Chat Logs
Reinforced Generation of Combinatorial Structures: Hardness of ApproximationComputational Complexity, Combinatorics, LLMarXiv 2025
Reinforced Generation of Combinatorial Structures: Ramsey NumbersCombinatorics, LLMarXiv 2026
Reinforcement Learning the Chromatic Symmetric FunctionGraph Theory, RLAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Remarks on the disproof of the unit distance conjectureDiscrete Geometry, Number Theory, LLMarXiv 2026Original Paper CoT
Removing the Torsion-free Hypothesis in a Positivity Theorem on Deligne-Mumford StacksAlgebraic Geometry, LLMarXiv 2026Code (Danus)
Resolution of Erdős Problem #728: a writeup of Aristotle's Lean proofNumber Theory, LLM, ATParXiv 2026
Rigor with Machine Learning from Field Theory to the Poincaré ConjectureGeometry, Mathematical PhysicsNature Reviews Physics 2024
Searching for ribbons with machine learningGeometry, Bayesian Optimization, RL, Neural NetworkMachine Learning Science and Technology 2025Code
Semi-Autonomous Mathematics Discovery with Gemini: A Case Study on the Erdős ProblemsCombinatorics, Number Theory, LLMarXiv 2026Chat Logs
Settling the Optimal Exponent Relating Sumsets and Difference SetsCombinatorics, LLM, ATParXiv 2026Code
Sharp First-Order Lower Bounds for Higher-Order Smooth Nonconvex OptimizationOptimization Theory, LLMarXiv 2026
Sharp small-deviation inequalities for sums of independent nonnegative random variablesProbability, Combinatorics, LLM, ATParXiv 2026Code
Short proofs in combinatorics and number theoryCombinatorics, Number Theory, LLMarXiv 2026
Short proofs in combinatorics, probability and number theory IICombinatorics, Probability, Number Theory, LLMarXiv 2026
Solving a Research Problem in Mathematical Statistics with AI AssistanceStatistics, LLMarXiv 2025Chat Log (Upper Bound) Chat Log (Lower Bound)
Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMsBenchmark, LLMarXiv 2026
Stochastically evolving ellipsoids with symmetriesDiscrete Geometry, Number Theory, Probability, LLMarXiv 2026Chat Logs
Strongly Polynomial Time Complexity of Policy Iteration for L-inf Robust MDPsComputational Complexity, LLMarXiv 2026Chat Logs
Studying number theory with deep learning: a case study with the Möbius and squarefree indicator functionsNumber Theory, TransformerAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Ten Digits on a Train: AI-Assisted Verification of Two Eigenvalue ProblemsAnalysis, Numerical Analysis, LLMarXiv 2026
The Agentic Researcher: A Practical Guide to AI-Assisted Research in Mathematics and Machine LearningLLMarXiv 2026
The Equational Theories Project: Advancing Collaborative Mathematical Research at ScaleAlgebra, LLM, CNN, ATParXiv 2025Code
The Hayman--Wu constant is $\pi^2$Analysis, LLMarXiv 2026
The Mathieu group $M_{23}$ is a Galois group over $\mathbb{Q}$Number Theory, Group Theory, Algebraic Geometry, LLMarXiv 2026Code
The Maxwell Conjecture is FalseMathematical Physics, LLMarXiv 2026
The motivic class of the space of genus 0 maps to the flag varietyAlgebraic Geometry, LLMarXiv 2026
The Optimist: Towards Fully Automated Graph Theory ResearchGraph Theory, Optimization TheoryarXiv 2024Code
The period-index conjecture is falseAlgebraic Geometry, LLMarXiv 2026
The Problem Is the Problem: Towards Scalable Mathematical DiscoveryCombinatorics, LLMarXiv 2026Code
The Simplicity of Hodge BundleAlgebraic Geometry, LLMProceedings of the National Academy of Sciences 2026Chat Logs arXiv
Towards Autonomous Mathematics ResearchSurvey, LLMarXiv 2026
Trees and Graphs with Non Log-concave Dominating Set Sequence via AI ToolsGraph Theory, TransformerarXiv 2026Code
Twelve common flex lines in a general pencil of cubicsAlgebraic Geometry, LLMarXiv 2026Code (Danus)
Undecidability problems for semifree DG algebrasAlgebra, Geometric Topology, Logic, Symplectic Geometry, LLMarXiv 2026Chat Logs
Unsupervised Discovery of Formulas for Mathematical ConstantsNumber TheoryNeurIPS 2024Code
Verifiable Auto-Formalization of Mathematics Using a Relaxed Natural Formal LanguageATP, LLMarXiv 2026
What makes math problems hard for reinforcement learning: a case studyGroup Theory, RL, TransformerNeurIPS 2025Code arXiv

Contributors

seewoo5

147 commits

schmittj

8 commits

seewoo5/awesome-ai-for-math

List of awesome works that use AI for mathematical discoveries.

Python

92

380 commits

updated Sep 10, 2026

See the code

README

awesome-ai-for-math

Awesome

A curated list of 224 awesome papers exploring the use of artificial intelligence / machine learning / deep learning for mathematical discoveries.

See CONTRIBUTING.md for contribution.

Papers by Year LLM Papers by Year

TitleSubject(s)Venue & YearLinks & Resources
A counterexample to Han's conjectureAlgebra, Algebraic Geometry, LLMarXiv 2026
A dual linear programming bound for sphere packing in dimension 36Discrete Geometry, Number Theory, LLMarXiv 2026Code
A Machine Learning Approach That Beats Large Rubik's CubesGraph Theory, Group Theory, RLNeurIPS 2025Code arXiv
A Machine Learning Approach to the Nirenberg ProblemDifferential Geometry, PINNarXiv 2026Code
A Separable Banach Space with a Schauder Basis Which Is Not a Lipschitz Retract of Its BidualAnalysis, LLMarXiv 2026
A Systematization of the Wagner Framework: Graph Theory Conjectures and Reinforcement LearningGraph Theory, RLDiscovery Science 2025Code arXiv
ABC implies that Ramanujan's tau function misses almost all primesNumber Theory, ATPIndagationes Mathematicae 2026Code arXiv
Accelerating mathematical research with language models: A case study of an interaction with GPT-5-Pro on a convex analysis problemAnalysis, LLMarXiv 2025Chat Logs
Advancing mathematics by guiding human intuition with AIKnot Theory, Representation TheoryNature 2021Code
Advancing Mathematics Research with AI-Driven Formal Proof SearchATP, LLMarXiv 2026Code
Agentic Neurosymbolic Collaboration for Mathematical Discovery: A Case Study in Combinatorial DesignCombinatorics, LLM, ATParXiv 2026
AI Co-Mathematician: Accelerating Mathematicians with Agentic AIGroup Theory, Representation Theory, LLMarXiv 2026
AI Finds A WaySurvey, RL, LLMarXiv 2026Anecdotes
AI for Mathematics: Progress, Challenges, and ProspectsSurveyarXiv 2026
AI Mathematician as a Partner in Advancing Mathematical Discovery -- A Case Study in Homogenization TheoryAnalysis, LLMarXiv 2025Chat Logs
AI Mathematician: Towards Fully Automated Frontier Mathematical ResearchAnalysis, LLMarXiv 2025Chat Logs
AI-driven research in pure mathematics and theoretical physicsSurveyNature Reviews Physics 2025
Aletheia tackles FirstProof autonomouslyLLM, BenchmarkarXiv 2026Chat Logs
Algebraic geometric framework of Rogers--Ramanujan identitiesNumber Theory, Combinatorics, Representation Theory, Algebraic Geometry, ATParXiv 2026Code
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement LearningCombinatorics, LLM, RLarXiv 2025Code
Algorithm-assisted discovery of an intrinsic order among mathematical constantsNumber TheoryPNAS 2024Code
Almost all primes are partially regularNumber Theory, ATPArchiv der Mathematik 2026Code arXiv
AlphaEvolve: A coding agent for scientific and algorithmic discoveryMatrix Multiplication, Analysis, Combinatorics, Discrete Geometry, LLMarXiv 2025Unofficial Code
AlphaTensor: Discovering faster matrix multiplication algorithmsMatrix Multiplication, RLNature 2022Code Blog
An algorithm for Aubert-Zelevinsky duality à la Mœglin-WaldspurgerRepresentation Theory, Neural NetworkarXiv 2025Code
An automated proof that R(B_8,B_10)=37Combinatorics, LLM, ATParXiv 2026Code
An equidistribution conjecture for quotient-closed and submodule-closed subcategoriesRepresentation Theory, Algebra, Combinatorics, LLM, ATParXiv 2026Code
An example of a very non-movable effective divisorAlgebraic Geometry, LLMarXiv 2026
An explicit refined Gan--Gross--Prasad identity for Fourier--Jacobi periods of degree 2 Siegel cusp formsNumber Theory, LLMarXiv 2026
An ML approach to resolution of singularitiesAlgebraic Geometry, RLTAG-ML 2023Code
Aristotle: IMO-level Automated Theorem ProvingATP, LLMarXiv 2025
Arithmetic volumes of moduli stacks of ShtukasNumber Theory, Algebraic Geometry, LLMarXiv 2026Chat Logs
Artificial intelligence and machine learning generated conjectures with TxGraffitiGraph Theory, CombinatoricsarXiv 2024Code
Artificial Intelligence and the Structure of MathematicsSurveyarXiv 2026
Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified DiscoverySurveyarXiv 2026Code
Automated Conjecture Resolution with Formal VerificationLLM, ATParXiv 2026Code (Rethlas), Code (Archon), Code (Lean)
Automated Search for Conjectures on Mathematical Constants using Analysis of Integer SequencesNumber TheoryICML 2023Code
Autonomous disproofs of the sum-product conjecture over $\mathbb R$ with GPT-5.5 ProCombinatorics, Number Theory, LLMarXiv 2026Code
Benchmarks in LeipzigBenchmark, LLMarXiv 2026
Beyond Mock Modularity: Elliptic Corrections for Higher Dyson RanksCombinatorics, Number Theory, ATParXiv 2026Code
Can Transformers Do Enumerative Geometry?Algebraic Geometry, Interpretability, TransformerICLR 2025Code
CayleyPy RL: Pathfinding and Reinforcement Learning on Cayley GraphsGraph Theory, Group Theory, RLAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Certifying Arithmeticity for Two Degree-Six Symplectic Hypergeometric Monodromy GroupsNumber Theory, LLMarXiv 2026Code
ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level CombinatoricsBenchmark, Combinatorics, LLMarXiv 2026
Constructions in combinatorics via neural networksGraph Theory, RLarXiv 2021Code
Counterexample to majority optimality in NICD with erasuresAnalysis, LLMarXiv 2025
Counting partial Hadamard matrices in the cubic regimeCombinatorics, LLMarXiv 2026
Data-scientific study of Kronecker coefficientsRepresentation Theory, PCAExperimental Mathematics 2023
Dead ends in square-free digit walksNumber Theory, ATParXiv 2026Code
Decision trees, Frobenius traces, and Weierstrass coefficients of elliptic curvesNumber Theory, Decision Tree, Transformer, Interpretability, LLMarXiv 2026Code
Deep Learning for Symbolic MathematicsDifferential Equations, Symbolic Computation, TransformerICLR 2020Code
Deep Reinforcement Learning for Fano HypersurfacesAlgebraic Geometry, RLarXiv 2026Code
Digesting the proof of the sharp thin-shell inequalityGeometry, Analysis, Probability, LLMarXiv 2026Chat Logs
Discovery of Unstable SingularitiesDifferential Equations, PINNarXiv 2025
Does My Embedding Reflect That A = B? Evaluating Mathematical Equivalence in Embedding ModelsBenchmark, ATP, LLMarXiv 2026
Doubly Saturated Ramsey Graphs: A Case Study in Computer-Assisted Mathematical DiscoveryCombinatorics, LLM, ATParXiv 2026
E6-local systems from cubic threefoldsAlgebraic Geometry, LLMarXiv 2026
Early science acceleration experiments with GPT-5Combinatorics, Optimization Theory, LLMarXiv 2025Chat Logs
Eigenweights for arithmetic Hirzebruch ProportionalityNumber Theory, Representation Theory, LLMPNAS Nexus 2026Chat Logs arXiv
Equality in Fill's spectral gap problemCombinatorics, LLMarXiv 2026
EternalMath: A Living Benchmark of Frontier Mathematics that Evolves with Human DiscoveryBenchmark, LLMarXiv 2026
Even with AI, Bijection Discovery is Still Hard: The Opportunities and Challenges of OpenEvolve for Novel Bijection ConstructionCombinatorics, LLMarXiv 2025
Every finite group admits a just finite presentationGroup Theory, LLMarXiv 2026
Every string has probabilistic automatic complexity at most threeAutomata Theory, LLM, ATParXiv 2026Code
Evolving Local Corrections for Global Constructions in CombinatoricsCombinatorics, LLMarXiv 2026
Evolving Ranking Functions for Canonical Blow-Ups in Positive CharacteristicAlgebraic Geometry, LLMarXiv 2026
Extremal Chowla sets and their linear analogues: A human-AI mathematical investigation using Co-ScientistNumber Theory, Group Theory, LLMarXiv 2026
Extremal descendant integrals on moduli spaces of curves: An inequality discovered and proved in collaboration with AIAlgebraic Geometry, ATP, LLMarXiv 2025Code Chat Logs
Fel's Conjecture on Syzygies of Numerical SemigroupsCombinatorics, Algebra, Number Theory, ATPJournal of Combinatorial Theory, Series A 2026Code arXiv
FIMO: A Challenge Formal Dataset for Automated Theorem ProvingBenchmark, ATParXiv 2023
Finding Kissing Numbers with Game-theoretic Reinforcement LearningDiscrete Geometry, RLarXiv 2025Code
First ProofBenchmark, LLMarXiv 2026Website
First Proof Second BatchBenchmark, LLMarXiv 2026
Flow-based Extremal Mathematical Structure DiscoveryCombinatorics, Transformer, Discrete Geometry, RLarXiv 2026Code
FlowBoost Reveals Phase Transitions and Spectral Structure in Finite Free Information InequalitiesAnalysisarXiv 2026
Forbidden Sidon subsets of perfect difference sets, featuring a human-assisted proofCombinatorics, Number Theory, LLM, ATPProceedings of the National Academy of Sciences 2026Code arXiv
Formal Conjectures: An Open and Evolving Benchmark for Verified Discovery in MathematicsBenchmark, ATParXiv 2026Code
Formalized $q$-series: The Rogers-Ramanujan Identities and BeyondNumber Theory, Combinatorics, ATParXiv 2026Code
Formalizing Mathematics at ScaleATP, LLMarXiv 2026Code (AutoformBot) Code (Atlas)
FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language ModelsBenchmark, ATP, LLMarXiv 2025Website
Four-digit Kaprekar dynamics in odd basesNumber Theory, Combinatorics, ATParXiv 2026
From Black Box to Bijection: Interpreting Machine Learning to Build a Zeta Map AlgorithmCombinatorics, TransformerarXiv 2025
From Euler to AI: Unifying Formulas for Mathematical ConstantsNumber Theory, LLMNeurIPS 2025Code arXiv
FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AIBenchmark, LLMarXiv 2024Website
GAUSS: Benchmarking Structured Mathematical Skills for Large Language ModelsBenchmark, LLMarXiv 2025Website
Generating conjectures on fundamental constants with the Ramanujan MachineNumber TheoryNature 2021Code
Generating Special Triangulations with TransformersMathematical Physics, Algebraic Geometry, TransformerarXiv 2026
Generative AI for brane configurations and coamoebaMathematical Physics, VAEPhysical Review D 2025
Generative Modeling for Mathematical DiscoveryCombinatorics, Number Theory, LLMAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Geometric Generality of Transformer-Based Gröbner Basis ComputationAlgebraic Geometry, TransformerArtificial Intelligence and Mathematics Research 2026arXiv
Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformersDifferential Equations, TransformerNeurIPS 2024Code
Gödel Test: Can Large Language Models Solve Easy Conjectures?Discrete Mathematics, LLMarXiv 2025
HARDMath: A Benchmark Dataset for Challenging Problems in Applied MathematicsBenchmark, LLMarXiv 2024Code
Hierarchical Reinforcement Learning for Sparse-Reward Search in Commutative AlgebraCommutative Algebra, Combinatorics, RL, Neural NetworkICML 2026Code
Hilbert series, machine learning, and applications to physicsAlgebraic Geometry, Mathematical Physics, Neural NetworkPhysics Letters B 2024Code
How Twist Class Redundancy Drives the Prediction of Traces of Frobenius of Elliptic CurvesNumber Theory, Benchmark, TransformerarXiv 2026Dataset
Humanity's Last ExamBenchmark, LLMNature 2026Website arXiv
Illuminating new and known relations between knot invariantsKnot Theory, Neural NetworkMachine Learning: Science and Technology 2024Code arXiv
IMProofBench: Benchmarking AI on Research-Level Mathematical Proof GenerationBenchmark, LLMarXiv 2025Website
Improving the matrix multiplication exponent with modern optimization and AlphaEvolveMatrix Multiplication, Computational Complexity, Optimization Theory, LLMarXiv 2026
In between myth and reality: AI for math -- a case study in category theorySurvey, LLMarXiv 2025
Inclusions between p-bounded crystalline loci in dimension twoAlgebraic Geometry, Number Theory, LLM, ATParXiv 2026Artifacts Code
Int2Int: a framework for mathematics with transformersNumber Theory, TransformerAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Interpretable Machine Learning for Kronecker CoefficientsRepresentation Theory, Neural Network, Symbolic Computation, PCA, TransformerAdvances in Theoretical and Mathematical Physics 2026arXiv
Irrationality of rapidly converging series: a problem of Erdős and GrahamNumber Theory, LLMBulletin of the London Mathematical Society 2026Chat Logs arXiv
Iteris: Agentic Research Loops for Computational MathematicsNumerical Analysis, LLMarXiv 2026Code
k-Coloring is Faster than Computing the Chromatic NumberGraph Theory, Computational Complexity, LLMarXiv 2026Chat Logs
Lattice-Valued Bottleneck DualityCombinatoricsarXiv 2024
LeanMarathon: Toward Reliable AI Co-Mathematicians through Long-Horizon Lean AutoformalizationATP, LLMarXiv 2026Code
LEAP: Supercharging LLMs for Formal Mathematics with Agentic FrameworksATP, LLMarXiv 2026
Learning Euler factors of elliptic curvesNumber Theory, TransformerAdvances in Theoretical and Mathematical Physics 2026arXiv
Learning Fast Monomial Orders for Gröbner Basis ComputationsAlgebraic Geometry, Symbolic Computation, RLarXiv 2026Code
Learning Formal Mathematics From Intrinsic MotivationATP, LLMNeurIPS 2024Code arXiv
Learning Fricke signs from Maass form CoefficientsNumber Theory, LDAAdvances in Theoretical and Mathematical Physics 2026arXiv
Learning knot invariants across dimensionsKnot Theory, Neural NetworkSciPost Physics 2023Code arXiv
Learning the Inverse Ryu--Takayanagi Formula with TransformersMathematical Physics, TransformerJHEP 2026Code arXiv
Learning to compute Gröbner BasisAlgebraic Geometry, TransformerNeurIPS 2024Code
Learning Topological InvarianceKnot Theory, Neural Network, TransformerarXiv 2025
LemmaBench: A Live, Research-Level Benchmark to Evaluate LLM Capabilities in MathematicsBenchmark, LLMarXiv 2026
Lift-independence problem in the $P$-adic Simpson correspondence for curvesAlgebraic Geometry, Number TheoryarXiv 2026Code (Rethlas)
Linear algebra with transformersLinear Algebra, Symbolic Computation, TransformerTMLR 2022Code
Linear dependence of time-frequency shifts of a Schwartz functionAnalysis, LLMarXiv 2026Code
Local cohomology modules with nonclosed supportCommutative Algebra, Algebraic Geometry, LLMarXiv 2026
Lower bounds for multivariate independence polynomials and their generalisationsCombinatorics, LLMarXiv 2026Chat Logs
MA-ProofBench: A Two-Tiered Evaluation of LLMs for Theorem Proving in Mathematical AnalysisBenchmark, ATP, LLMarXiv 2026
Machine Learning Approaches to the Shafarevich-Tate Group of Elliptic CurvesNumber Theory, Neural Network, Decision TreeIJDSMS 2024Code
Machine learning assisted exploration for affine Deligne-Lusztig varietiesNumber Theory, Representation TheoryPeking Math J 2024Code
Machine learning BPS spectra and the gap conjectureMathematical Physics, PCAPhysical Review D 2024
Machine learning Calabi-Yau hypersurfacesMathematical PhysicsPhysical Review D 2022
Machine learning class numbers of real quadratic fieldsNumber Theory, InterpretabilityIJDSMS 2023
Machine learning detects terminal singularitiesAlgebraic GeometryNeurIPS 2023Code Talk
Machine learning for complete intersection Calabi-Yau manifolds: a methodological studyMathematical PhysicsPhysical Review D 2021
Machine learning for modular multiplicationNumber Theory, TransformerResearch Directions in Number Theory 2026Code arXiv
Machine Learning in the String LandscapeMathematical PhysicsJHEP 2017
Machine learning invariants of arithmetic curvesNumber Theory, Logistic Regression, Random ForestJournal of Symbolic Computation 2023
Machine Learning Kreuzer–Skarke Calabi–Yau ThreefoldsMathematical Physics, Algebraic Geometry, Neural NetworkInternational Journal of Modern Physics A 2025arXiv
Machine learning Kronecker coefficientsRepresentation Theory, CNN, Decision TreeIJDSMS 2023
Machine learning line bundle cohomologies of hypersurfaces in toric varietiesAlgebraic GeometryPhysics Letters B 2019
Machine Learning Number FieldsNumber Theory, Neural Network, Random ForestMCGD 2022
Machine learning of Calabi-Yau volumesMathematical Physics, CNN, Linear RegressionPhysical Review D 2017
Machine learning Sasakian G2 topology on contact Calabi-Yau 7-manifoldsMathematical Physics, Neural NetworkPhysics Letters B 2024Code
Machine learning the dimension of a Fano varietyAlgebraic GeometryNature Communications 2023Code
Machine Learning the vanishing order of rational L-functionsNumber Theory, LDA, Neural NetworkAdvances in Theoretical and Mathematical Physics 2026arXiv
Machine-learning dessins d'enfants: explorations via modular and Seiberg–Witten curvesAlgebraic Geometry, Mathematical PhysicsJournal of Physics A 2021
Machine-learning Sato-Tate conjectureNumber TheoryJournal of Symbolic Computation 2022
Machines Learn Number Fields, But How? The Case of Galois GroupsNumber Theory, Logistic Regression, Decision Tree, InterpretabilityResearch in the Mathematical Sciences 2026Code arXiv
Mapping Uncharted Symmetries: Machine Discovery in CombinatoricsCombinatorics, Representation Theory, Neural Network, ATParXiv 2026Code
Mathematical Capabilities of ChatGPTBenchmark, LLMNeurIPS 2023Code arXiv
Mathematical discoveries from program search with large language modelsCombinatorics, LLMNature 2024Code
Mathematical discovery in the age of artificial intelligenceSurveyNature Physics 2025
Mathematical exploration and discovery at scaleCombinatorics, Analysis, Number Theory, Discrete Geometry, LLMarXiv 2025Code
Mathematical methods and human thought in the age of AISurveyarXiv 2026
MiniF2F: a cross-system benchmark for formal Olympiad-level mathematicsBenchmark, ATPICLR 2022
Modularity of Point Counts for the Curves $X^a=Y^b$: New Rogers--Ramanujan IdentitiesNumber Theory, Combinatorics, Representation Theory, ATParXiv 2026Code
Murmurations of Elliptic CurvesNumber Theory, PCAExperimental Mathematics 2024Quanta
Neural network approximations for Calabi-Yau metricsMathematical Physics, Neural NetworkJHEP 2022
New Calabi–Yau manifolds from genetic algorithmsAlgebraic Geometry, Mathematical Physics, Genetic AlgorithmPhysics Letters B 2024
New Lower and Upper Bounds for the Grothendieck ConstantComputational Complexity, Optimization Theory, LLMarXiv 2026Code
New Records for the Hadamard Maximal Determinant Problem in Dimensions 51, 107, and 115Combinatorics, RLarXiv 2026Code
No compromise in the liquid drop modelDifferential Geometry, Mathematical Physics, Analysis, LLMarXiv 2026
Non-uniqueness for a differential equation and a proof by ChatGPTAnalysis, LLMarXiv 2026Chat Logs
Off-diagonal Ramsey numbersCombinatorics, LLMarXiv 2026
Olympiad-level formal mathematical reasoning with reinforcement learningRL, ATPNature 2025
On (not) learning the Möbius functionNumber TheoryarXiv 2026
On the paucity of lattice trianglesGeometry, Number Theory, Combinatorics, ATParXiv 2026Code
On the Quartic Invariant of Odd Degree Binary FormsAlgebraic Geometry, Number Theory, LLM, ATParXiv 2026Code
On two counterexamples in the geometry of numbersDiscrete Geometry, Number Theory, LLMarXiv 2026
Optimal bounds for an Erdős problem on matching integers to distinct multiplesNumber Theory, Combinatorics, ATParXiv 2026Code
Parity of k-differentials in genus zero and oneAlgebraic Geometry, Number Theory, ATParXiv 2026Code
PatternBoost: Constructions in Mathematics with a Little Help from AIDiscrete Geometry, Combinatorics, Transformer, RLarXiv 2024Code
Point Convergence of Nesterov's Accelerated Gradient Method: An AI-Assisted ProofOptimization Theory, LLMarXiv 2025
Positive quasimodular forms and the sign uncertainty principleNumber Theory, Analysis, LLM, ATParXiv 2026Code
Positivity in classical enumerative geometry: a case study in synchronized AI-assisted mathematicsAlgebraic Geometry, LLMarXiv 2026
Power-saving bounds for Thue--Mahler and Mordell equationsNumber Theory, LLMarXiv 2026
Predicting root numbers with neural networksNumber Theory, RNN, CNNIJDSMS 2024
Primitive sets and von Mangoldt chains: Erdős Problem #1196 and beyondNumber Theory, LLM, ATParXiv 2026
Process-Verified Reinforcement Learning for Theorem Proving via LeanATP, LLM, RLarXiv 2026
Proof or Bluff? Evaluating LLMs on 2025 USA Math OlympiadBenchmark, LLMarXiv 2025
ProofNet: Autoformalizing and Formally Proving Undergraduate-Level MathematicsBenchmark, ATParXiv 2023
Putnam-AXIOM: A Functional and Static Benchmark for Measuring Higher Level Mathematical Reasoning in LLMsBenchmark, LLMarXiv 2025
PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical CompetitionBenchmark, ATPNeurIPS 2024Code Website arXiv
QED: An Open-Source Multi-Agent System for Generating Mathematical Proofs on Open ProblemsLLMarXiv 2026Code
R-equivalence on Cubic Surfaces I: Existing Cases with Non-Trivial Universal EquivalenceAlgebraic Geometry, LLMarXiv 2026
Ranks of elliptic curves and deep neural networksNumber Theory, CNNResearch in Number Theory 2023Code
RealMath: A Continuous Benchmark for Evaluating Language Models on Research-Level MathematicsBenchmark, LLMNeurIPS 2025arXiv
Recursions for Mock Theta FunctionsNumber Theory, LLMarXiv 2026Skills and Chat Logs Chat Logs (DeepSeek)
Recursive-algebraic solution of the closed string tachyon vacuum equationMathematical Physics, LLMarXiv 2026Code Chat Logs
Reinforced Generation of Combinatorial Structures: Hardness of ApproximationComputational Complexity, Combinatorics, LLMarXiv 2025
Reinforced Generation of Combinatorial Structures: Ramsey NumbersCombinatorics, LLMarXiv 2026
Reinforcement Learning the Chromatic Symmetric FunctionGraph Theory, RLAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Remarks on the disproof of the unit distance conjectureDiscrete Geometry, Number Theory, LLMarXiv 2026Original Paper CoT
Removing the Torsion-free Hypothesis in a Positivity Theorem on Deligne-Mumford StacksAlgebraic Geometry, LLMarXiv 2026Code (Danus)
Resolution of Erdős Problem #728: a writeup of Aristotle's Lean proofNumber Theory, LLM, ATParXiv 2026
Rigor with Machine Learning from Field Theory to the Poincaré ConjectureGeometry, Mathematical PhysicsNature Reviews Physics 2024
Searching for ribbons with machine learningGeometry, Bayesian Optimization, RL, Neural NetworkMachine Learning Science and Technology 2025Code
Semi-Autonomous Mathematics Discovery with Gemini: A Case Study on the Erdős ProblemsCombinatorics, Number Theory, LLMarXiv 2026Chat Logs
Settling the Optimal Exponent Relating Sumsets and Difference SetsCombinatorics, LLM, ATParXiv 2026Code
Sharp First-Order Lower Bounds for Higher-Order Smooth Nonconvex OptimizationOptimization Theory, LLMarXiv 2026
Sharp small-deviation inequalities for sums of independent nonnegative random variablesProbability, Combinatorics, LLM, ATParXiv 2026Code
Short proofs in combinatorics and number theoryCombinatorics, Number Theory, LLMarXiv 2026
Short proofs in combinatorics, probability and number theory IICombinatorics, Probability, Number Theory, LLMarXiv 2026
Solving a Research Problem in Mathematical Statistics with AI AssistanceStatistics, LLMarXiv 2025Chat Log (Upper Bound) Chat Log (Lower Bound)
Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMsBenchmark, LLMarXiv 2026
Stochastically evolving ellipsoids with symmetriesDiscrete Geometry, Number Theory, Probability, LLMarXiv 2026Chat Logs
Strongly Polynomial Time Complexity of Policy Iteration for L-inf Robust MDPsComputational Complexity, LLMarXiv 2026Chat Logs
Studying number theory with deep learning: a case study with the Möbius and squarefree indicator functionsNumber Theory, TransformerAdvances in Theoretical and Mathematical Physics 2026Code arXiv
Ten Digits on a Train: AI-Assisted Verification of Two Eigenvalue ProblemsAnalysis, Numerical Analysis, LLMarXiv 2026
The Agentic Researcher: A Practical Guide to AI-Assisted Research in Mathematics and Machine LearningLLMarXiv 2026
The Equational Theories Project: Advancing Collaborative Mathematical Research at ScaleAlgebra, LLM, CNN, ATParXiv 2025Code
The Hayman--Wu constant is $\pi^2$Analysis, LLMarXiv 2026
The Mathieu group $M_{23}$ is a Galois group over $\mathbb{Q}$Number Theory, Group Theory, Algebraic Geometry, LLMarXiv 2026Code
The Maxwell Conjecture is FalseMathematical Physics, LLMarXiv 2026
The motivic class of the space of genus 0 maps to the flag varietyAlgebraic Geometry, LLMarXiv 2026
The Optimist: Towards Fully Automated Graph Theory ResearchGraph Theory, Optimization TheoryarXiv 2024Code
The period-index conjecture is falseAlgebraic Geometry, LLMarXiv 2026
The Problem Is the Problem: Towards Scalable Mathematical DiscoveryCombinatorics, LLMarXiv 2026Code
The Simplicity of Hodge BundleAlgebraic Geometry, LLMProceedings of the National Academy of Sciences 2026Chat Logs arXiv
Towards Autonomous Mathematics ResearchSurvey, LLMarXiv 2026
Trees and Graphs with Non Log-concave Dominating Set Sequence via AI ToolsGraph Theory, TransformerarXiv 2026Code
Twelve common flex lines in a general pencil of cubicsAlgebraic Geometry, LLMarXiv 2026Code (Danus)
Undecidability problems for semifree DG algebrasAlgebra, Geometric Topology, Logic, Symplectic Geometry, LLMarXiv 2026Chat Logs
Unsupervised Discovery of Formulas for Mathematical ConstantsNumber TheoryNeurIPS 2024Code
Verifiable Auto-Formalization of Mathematics Using a Relaxed Natural Formal LanguageATP, LLMarXiv 2026
What makes math problems hard for reinforcement learning: a case studyGroup Theory, RL, TransformerNeurIPS 2025Code arXiv

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