A list of demo websites for automatic music generation research

song generation; lyrics-to-song (vocal+backing)

• YuE2 (; ): https://huggingface.co/m-a-p/YuE2-3B
• FullDiT (DiT; li26arxiv): https://selinacloudl.github.io/fulldit-demo/
• WanSong v1.0 (diffusion; chen26arxiv): [n/a]
• LeVo 2 (LLM/diffusion; lei26arxiv): https://levo-demo.github.io/levo_v2_demo/
• Khala (transformer; liu26arxiv): https://khala-music-ai.github.io/Khala-demo/
• ComposerFlow (diffusion; tsai26arxiv): https://composerflow.github.io/web/
• ACE-Step 1.5 (diffusion; gong26arxiv): https://ace-step.github.io/ace-step-v1.5.github.io/
• Muse (transformer; jiang26arxiv): https://github.com/yuhui1038/Muse
• DiffRhythm 2 (diffusion; jiang25arxiv): https://github.com/xiaomi-research/diffrhythm2
• JAM (transformer+flow; liu25arxiv): https://github.com/declare-lab/jamify
• SongBloom (transformer+diffusion; yang25neurips): https://cypress-yang.github.io/SongBloom_demo/
• LeVo (transformer; lei25arxiv): https://levo-demo.github.io/
• ACE-Step (diffusion; gong25arxiv): https://ace-step.github.io/
• VersBand (flow matching; zhang25arxiv): https://versband.github.io/
• MusiCoT (diffusion; lam25arxiv): https://musicot.github.io/
• DiffRhythm (diffusion; ning25arxiv): https://nzqian.github.io/DiffRhythm/
• SongGen (transformer; liu25arxiv): https://liuzh-19.github.io/SongGen/
• YuE (transformer; yuan25arxiv): https://map-yue.github.io/
• Melodist (transformer; hong24arxiv): https://text2songmelodist.github.io/Sample/
• SongCreator (diffusion; lei24arxiv): https://songcreator.github.io/
• MelodyLM (transformer+diffusion; li24arxiv): https://melodylm666.github.io/

streaming/live generation/jamming

• SiMe (transformer; bretz26arxiv): https://kevin-bretz.github.io/projects/silentmetronome/
• liveband (transformer; pasini26ismir): https://sonycslparis.github.io/liveband-companion/
• stream-music-gen (transformer; wu25arxiv): https://lukewys.github.io/stream-music-gen/

text-to-music

• LatCH (diffusion; novack26icassp): https://zacharynovack.github.io/latch/latch.html
• AudioMoG (diffusion; wang26icme): https://audiomog.github.io/
• Stemphonic (diffusion; wu25arxiv): https://stemphonic-demo.vercel.app/
• TVC-MusicGen (transformer; yang25interspeech): https://cypress-yang.github.io/TVC-MusicGen_demo/
• MuseControlLite (diffusion; tsai25icml): https://musecontrollite.github.io/web/
• Stable Audio Open Small (diffusion; novack25arxiv): https://arc-text2audio.github.io/web/
• SteerMusic (diffusion; niu25arxiv): https://steermusic.pages.dev/
• AudioX (diffusion; tian25arxiv): https://zeyuet.github.io/AudioX/
• InspireMusic (diffusion; 25arxiv): https://huggingface.co/spaces/FunAudioLLM/InspireMusic
• stable-audio-control (diffusion; hou25icassp): https://stable-audio-control.github.io/
• improved-diff-a-riff (diffusion; nistal24neuripsworkshop): https://sonycslparis.github.io/improved_dar/
• Multi-Aspect Conditioning (diffusion; maman24): https://benadar293.github.io/multi-aspect-conditioning/
• Presto (diffusion; novack25iclr): https://presto-music.github.io/web/
• MMGen (diffusion; wei24arxiv): https://awesome-mmgen.github.io/
• Seed-Music (diffusion+transformer; bai24arxiv): https://team.doubao.com/en/special/seed-music
• MSLDM (diffusion; xu24neuripsw): https://xzwy.github.io/MSLDMDemo/
• Multi-Track MusicLDM (diffusion; karchkhadze24arxiv): https://mt-musicldm.github.io/
• FluxMusic (diffusion; fei24arxiv): https://github.com/feizc/FluxMusic
• control-transfer-diffusion (diffusion; demerlé24ismir): https://nilsdem.github.io/control-transfer-diffusion/
• AP-adapter (diffusion; tsai24arxiv): https://rebrand.ly/AP-adapter
• MusiConGen (transformer; lan24arxiv): https://musicongen.github.io/musicongen_demo/
• Stable audio Open (diffusion; evans24arxiv): https://stability-ai.github.io/stable-audio-open-demo/
• MEDIC (diffusion; liu24arxiv): https://medic-zero.github.io/
• MusicGenStyle (transformer; rouard24ismir): https://musicgenstyle.github.io/
• MelodyFlow (transformer+diffusion; lelan24arxiv): https://melodyflow.github.io/
• JASCO (flow; tal24ismir): https://pages.cs.huji.ac.il/adiyoss-lab/JASCO/
• MusicFlow (flow matching; prajwal24icml): https://musicflowicml.github.io/
• Diff-A-Riff (diffusion; nistal24ismir): https://sonycslparis.github.io/diffariff-companion/
• DITTO-2 (diffusion; novack24ismir): https://ditto-music.github.io/ditto2/
• SoundCTM (diffusion; saito24arxiv): https://anonymus-soundctm.github.io/soundctm_iclr/
• Instruct-MusicGen (transformer; zhang24arxiv): https://foul-ice-5ea.notion.site/Instruct-MusicGen-Demo-Page-Under-construction-a1e7d8d474f74df18bda9539d96687ab
• QA-MDT (diffusion; li24arxiv): https://qa-mdt.github.io/
• Stable audio 2 (diffusion; evans24ismir): https://stability-ai.github.io/stable-audio-2-demo/
• SMITIN (transformer; koo24arxiv): https://wide-wood-512.notion.site/SMITIN-Self-Monitored-Inference-Time-INtervention-for-Generative-Music-Transformers-Demo-Page-983723e6e9ac4f008298f3c427a23241
• AIRGen (transformer; lin24ijcai): https://kikyo-16.github.io/AIR/
• Stable audio (diffusion; evans24arxiv): https://stability-ai.github.io/stable-audio-demo/
• MusicMagus (diffusion; zhang24ijcai): https://wry-neighbor-173.notion.site/MusicMagus-Zero-Shot-Text-to-Music-Editing-via-Diffusion-Models-8f55a82f34944eb9a4028ca56c546d9d
• DITTO (diffusion; novack24arxiv): https://ditto-music.github.io/web/
• MAGNeT (transformer; ziv24arxiv): https://pages.cs.huji.ac.il/adiyoss-lab/MAGNeT/
• Mustango (diffusion; melechovsky24naacl): https://github.com/AMAAI-Lab/mustango
• Music ControlNet (diffusion; wu24taslp): https://musiccontrolnet.github.io/web/
• InstrumentGen (transformer; nercessian23ml4audio): https://instrumentgen.netlify.app/
• Coco-Mulla (transformer; lin23arxiv): https://kikyo-16.github.io/coco-mulla/
• JEN-1 Composer (diffusion; yao23arxiv): https://www.jenmusic.ai/audio-demos
• UniAudio (transformer; yang23arxiv): http://dongchaoyang.top/UniAudio_demo/
• MusicLDM (diffusion; chen23arxiv): https://musicldm.github.io/
• InstructME (diffusion; han23arxiv): https://musicedit.github.io/
• JEN-1 (diffusion; li23arxiv): https://www.futureverse.com/research/jen/demos/jen1
• MusicGen (Transformer; copet23arxiv): https://ai.honu.io/papers/musicgen/
• MeLoDy (Transformer+diffusion; lam23arxiv): https://efficient-melody.github.io/
• MSDM (diffusion; mariani24iclr): https://gladia-research-group.github.io/multi-source-diffusion-models/
• MusicLM (Transformer; agostinelli23arxiv): https://google-research.github.io/seanet/musiclm/examples/
• Noise2Music (diffusion; huang23arxiv): https://noise2music.github.io/
• ERNIE-Music (diffusion; zhu23arxiv): N/A
• Riffusion (diffusion;): https://www.riffusion.com/

text-to-audio

• AudioChat (diffusion; chen26icml): https://wanchichen.github.io/audiochat/
• Woosh (flow; hadjeres26arxiv): https://sonyresearch.github.io/Woosh/
• Audio ControlNet (flow; zhu26arxiv): https://audio-controlnet.github.io/
• ControlAudio (diffusion; jiang26acl): https://control-audio.github.io/Control-Audio/
• PicoAudio2 (diffusion; zheng25arxiv): https://hirookie9.github.io/PicoAudio2-Page/
• MeanAudio (flow; li25arxiv): https://meanaudio.github.io/
• FreeAudio (transformer; jiang25mm): https://freeaudio.github.io/FreeAudio/
• TangoFlux (flow matching; hung25arxiv): https://tangoflux.github.io/
• EzAudio (diT; hai24arxiv): https://haidog-yaqub.github.io/EzAudio-Page/
• MambaFoley (mamba; xie24arxiv): n/a
• PicoAudio (diffusion; xie24arxiv): https://zeyuxie29.github.io/PicoAudio.github.io/
• AudioLCM (diffusion; liu24arxiv): https://audiolcm.github.io/
• UniAudio 1.5 (transformer; yang24arxiv): https://github.com/yangdongchao/LLM-Codec
• Tango 2 (diffusion; majumder24mm): https://tango2-web.github.io/
• Baton (diffusion; liao24arxiv): https://baton2024.github.io/
• T-FOLEY (diffusion; chung24icassp): https://yoonjinxd.github.io/Event-guided_FSS_Demo.github.io/
• Audiobox (diffusion; vyas23arxiv): https://audiobox.metademolab.com/
• Amphion (zhang23arxiv): https://github.com/open-mmlab/Amphion
• VoiceLDM (diffusion; lee23arxiv): https://voiceldm.github.io/
• AudioLDM 2 (diffusion; liu23arxiv): https://audioldm.github.io/audioldm2/
• WavJourney (; liu23arxiv): https://audio-agi.github.io/WavJourney_demopage/
• CLIPSynth (diffusion; dong23cvprw): https://salu133445.github.io/clipsynth/
• CLIPSonic (diffusion; dong23waspaa): https://salu133445.github.io/clipsonic/
• SoundStorm (Transformer; borsos23arxiv): https://google-research.github.io/seanet/soundstorm/examples/
• AUDIT (diffusion; wang23arxiv): https://audit-demo.github.io/
• VALL-E (Transformer; wang23arxiv): https://www.microsoft.com/en-us/research/project/vall-e/ (for speech)
• multi-source-diffusion-models (diffusion; 23arxiv): https://gladia-research-group.github.io/multi-source-diffusion-models/
• Make-An-Audio (diffusion; huang23arxiv): https://text-to-audio.github.io/ (for general sounds)
• AudioLDM (diffusion; liu23arxiv): https://audioldm.github.io/ (for general sounds)
• AudioGen (Transformer; kreuk23iclr): https://felixkreuk.github.io/audiogen/ (for general sounds)
• AudioLM (Transformer; borsos23taslp): https://google-research.github.io/seanet/audiolm/examples/ (for general sounds)

text-to-midi

• Agogic (Transformer; chen26arxiv): https://yisuanwang.github.io/Agogic/
• MIDI-LLM (Transformer; wu25arxiv): https://midi-llm-demo.vercel.app/
• Amadeus (Transformer; su25arxiv): https://github.com/lingyu123-su/Amadeus
• Text2midi-InferAlign (Transformer; roy25arxiv): https://github.com/AMAAI-Lab/t2m-inferalign
• XMusic (Transformer; tian25tmm): https://xmusic-project.github.io/
• Text2midi (Transformer; roy25aaai): https://huggingface.co/spaces/amaai-lab/text2midi
• MuseCoco (Transformer; lu23arxiv): https://ai-muzic.github.io/musecoco/

audio-domain music generation

• SyncTrack (diffusion; wang26iclr): https://synctrack-v1.github.io/
• TOMI (; he25ismir): https://tomi-2025.github.io/
• VampNet (transformer; garcia23ismir): https://hugo-does-things.notion.site/VampNet-Music-Generation-via-Masked-Acoustic-Token-Modeling-e37aabd0d5f1493aa42c5711d0764b33
• fast JukeBox (jukebox+knowledge distilling; pezzat-morales23mdpi): https://soundcloud.com/michel-pezzat-615988723
• DAG (diffusion; pascual23icassp): https://diffusionaudiosynthesis.github.io/
• musika! (GAN; pasini22ismir): https://huggingface.co/spaces/marcop/musika
• JukeNox (VQVAE+Transformer; dhariwal20arxiv): https://openai.com/blog/jukebox/
• UNAGAN (GAN; liu20arxiv): https://github.com/ciaua/unagan
• dadabots (sampleRNN; carr18mume): http://dadabots.com/music.php

given singing, generate accompaniments

• LaDA-Band (diffusion; wang26arxiv): https://github.com/Duoluoluos/TME-LaDA-Band
• SqueezeComposer (diffusion; chen26arxiv): https://squeezecomposer.github.io/
• MIDI-SAG (diffusion; tsai26arxiv): https://composerflow.github.io/web/
• Llambada (transformer; trinh24arxiv): https://songgen-ai.github.io/llambada-demo/
• FastSAG (diffusion; chen24arxiv): https://fastsag.github.io/
• SingSong (VQVAE+Transofmrer; donahue23arxiv): https://storage.googleapis.com/sing-song/index.html

given drumless audio, generate drum accompaniments

• JukeDrummer (VQVAE+Transofmrer; wu22ismir): https://legoodmanner.github.io/jukedrummer-demo/

audio-domain singing voice synthesis (SVS)

• VocalRender (DiT; chen26arxiv): https://github.com/pymaster17/VocalRender
• YingMusic-Singer (flow; hao26arxiv): https://github.com/ASLP-lab/YingMusic-Singer
• SoulX-Singer (flow; qian26arxiv): https://github.com/Soul-AILab/SoulX-Singer
• FM-Singer (flow; yun26arxiv): https://alsgur9368.github.io/Singing-Voice-Synthesis-Demo/Web_dir/
• TechSinger (flow; dai25aaai): https://tech-singer.github.io/
• Everyone-Can-Sing (diffusion; dai25arxiv): https://everyone-can-sing.github.io/
• ExpressiveSinger (diffusion; dai24mm): https://expressivesinger.github.io/ExpressiveSinger/
• InstructSing (ddsp; zeng24slt): https://wavelandspeech.github.io/instructsing/
• Freestyler (transformer; ning24arxiv): https://nzqian.github.io/Freestyler/
• Prompt-Singer (transformer; wang24naacl): https://prompt-singer.github.io/
• StyleSinger (diffusion; zhang24aaai): https://stylesinger.github.io/
• BiSinger (transformer; zhou23asru): https://bisinger-svs.github.io/
• HiddenSinger (diffusion; hwang23arxiv): https://jisang93.github.io/hiddensinger-demo/
• Make-A-Voice (transformer; huang23arxiv): https://make-a-voice.github.io/
• RMSSinger (diffusion; he23aclf): https://rmssinger.github.io/
• NaturalSpeech 2 (diffusion; shen23arxiv): https://speechresearch.github.io/naturalspeech2/
• NANSY++ (Transformer; choi23iclr): https://bald-lifeboat-9af.notion.site/Demo-Page-For-NANSY-67d92406f62b4630906282117c7f0c39
• UniSyn (; lei23aaai): https://leiyi420.github.io/UniSyn/
• VISinger 2 (zhang22arxiv): https://zhangyongmao.github.io/VISinger2/
• xiaoicesing 2 (Transformer+GAN; wang22arxiv): https://wavelandspeech.github.io/xiaoice2/
• WeSinger 2 (Transformer+GAN; zhang22arxiv): https://zzw922cn.github.io/wesinger2/
• U-Singer (Transformer; kim22arxiv): https://u-singer.github.io/
• Singing-Tacotron (Transformer; wang22arxiv): https://hairuo55.github.io/SingingTacotron/
• KaraSinger (GRU/Transformer; liao22icassp): https://jerrygood0703.github.io/KaraSinger/
• VISinger (flow; zhang2): https://zhangyongmao.github.io/VISinger/
• MLP singer (mixer blocks; tae21arxiv): https://github.com/neosapience/mlp-singer
• LiteSing (wavenet; zhuang21icassp): https://auzxb.github.io/LiteSing/
• DiffSinger (diffusion; liu22aaai)[no duration modeling]: https://diffsinger.github.io/
• HiFiSinger (Transformer; chen20arxiv): https://speechresearch.github.io/hifisinger/
• DeepSinger (Transformer; ren20kdd): https://speechresearch.github.io/deepsinger/
• xiaoice-multi-singer: https://jiewu-demo.github.io/INTERSPEECH2020/
• xiaoicesing: https://xiaoicesing.github.io/
• bytesing: https://bytesings.github.io/
• mellotron: https://nv-adlr.github.io/Mellotron
• lee's model (lee19arxiv): http://ksinging.mystrikingly.com/
• http://home.ustc.edu.cn/~yiyh/interspeech2019/

audio-domain singing style transfer / singing voice conversion (SVC)

• T5-voc (diffusion; maman26dafx): https://benadar293.github.io/voice-conversion/
• Everyone-Can-Sing (diffusion; dai25arxiv): https://everyone-can-sing.github.io/
• Seed-VC (diffusion transformer; liu24arxiv): https://github.com/Plachtaa/seed-vc
• ROSVC (; takahashi22arxiv): https://t-naoya.github.io/rosvc/
• DiffSVC (diffusion; liu21asru): https://liusongxiang.github.io/diffsvc/
• FastSVC (CNN; liu21icme): https://nobody996.github.io/FastSVC/
• SoftVC VITS (): https://github.com/svc-develop-team/so-vits-svc
• Assem-VC (; kim21nipsw): https://mindslab-ai.github.io/assem-vc/singer/
• iZotope-SVC (conv-encoder/decoder; nercessian20ismir): https://sites.google.com/izotope.com/ismir2020-audio-demo
• VAW-GAN (GAN; lu20arxiv): https://kunzhou9646.github.io/singvaw-gan/
• polyak20interspeech (GAN; polyak20interspeech): https://singing-conversion.github.io/
• SINGAN (GAN; sisman19apsipa): N/A
• [MSVC-GAN] (GAN): https://hujinsen.github.io/
• https://mtg.github.io/singing-synthesis-demos/voice-cloning/
• https://enk100.github.io/Unsupervised_Singing_Voice_Conversion/
• Yong&Nam (DSP; yong18icassp): https://seyong92.github.io/singing-expression-transfer/
• cybegan (CNN+GAN; wu18faim): http://mirlab.org/users/haley.wu/cybegan/

audio-domain speech-to-singing conversion

• AlignSTS (encoder/adaptor/aligner/diff-decoder; li23facl): https://alignsts.github.io/
• speech2sing2 (GAN; wu20interspeech): https://ericwudayi.github.io/Speech2Singing-DEMO/
• speech2sing (encoder/decoder; parekh20icassp): https://jayneelparekh.github.io/icassp20/

audio-domain singing correction

• deep-autotuner (CGRU; wagner19icassp): http://homes.sice.indiana.edu/scwager/deepautotuner.html

audio-domain style transfer (general)

• WaveTransfer (diffusion; baoueb24mlsp): https://wavetransfer.github.io/
• MusicTI (diffusion; li24aaai): https://lsfhuihuiff.github.io/MusicTI/
• DiffTransfer (diffusion; comanducci23ismir): https://lucacoma.github.io/DiffTransfer/
• RAVE-Latent Diffusion (diffusion;): https://github.com/moiseshorta/RAVE-Latent-Diffusion
• RAVE (VAE;caillon21arxiv): https://github.com/acids-ircam/RAVE
• VAE-GAN (VAE-GAN; bonnici22ijcnn): https://github.com/RussellSB/tt-vae-gan
• VQ-VAE (VQ-VAE; cifka21icassp): https://adasp.telecom-paris.fr/rc/demos_companion-pages/cifka-ss-vq-vae/
• MelGAN-VC (GAN; pasini19arxiv): https://www.youtube.com/watch?v=3BN577LK62Y&feature=youtu.be
• RaGAN (GAN; lu19aaai): https://github.com/ChienYuLu/Play-As-You-Like-Timbre-Enhanced-Multi-modal-Music-Style-Transfer
• TimbreTron (GAN; huang19iclr): https://www.cs.toronto.edu/~huang/TimbreTron/samples_page.html
• string2woodwind (DSP; wagner17icassp): http://homes.sice.indiana.edu/scwager/css.html

TTS

• NaturalSpeech 3 (diffusion; ju24arxiv): https://speechresearch.github.io/naturalspeech3/
• VITS (transformer+flow+GAN; kim21icml): https://github.com/jaywalnut310/vits

speech voice conversion / voice cloning

• Applio (): https://github.com/IAHispano/Applio

vocoder (general)

• MusicHiFi (GAN+diffusion; zhu24arxiv): https://musichifi.github.io/web/
• BigVGAN (GAN; lee23iclr): https://bigvgan-demo.github.io/
• HifiGAN (GAN; kong20neurips): https://jik876.github.io/hifi-gan-demo/
• DiffWave (diffusion; kong21iclr): https://diffwave-demo.github.io/
• Parallel WaveGAN (GAN; yamamoto20icassp): https://r9y9.github.io/projects/pwg/
• MelGAN (GAN; kumar19neurips): https://melgan-neurips.github.io/

vocoder (singing)

• GOLF (DDSP; yu23ismir): https://yoyololicon.github.io/golf-demo/
• DSPGAN (GAN; song23icassp): https://kunsung.github.io/DSPGAN/
• Sifi-GAN (GAN; yoneyama23icassp): https://chomeyama.github.io/SiFiGAN-Demo/
• SawSing (DDSP; wu22ismir): https://ddspvocoder.github.io/ismir-demo/
• Multi-Singer (wavenet; huang21mm): https://multi-singer.github.io/
• SingGAN (GAN; chen21arxiv): https://singgan.github.io/

audio tokenzier

• Improved RVQGAN (VQ; kumar23arxiv): https://descript.notion.site/Descript-Audio-Codec-11389fce0ce2419891d6591a68f814d5
• HiFi-Codec (VQ; yang23arxiv): https://github.com/yangdongchao/AcademiCodec
• EnCodec (VQ; défossez22arxiv): https://github.com/facebookresearch/encodec
• SoundStream (VQ; zeghidour21arxiv): https://google-research.github.io/seanet/soundstream/examples/

audio super-resolution

• AudioSR (diffusion; liu23arxiv): https://audioldm.github.io/audiosr/

audio-domain loop generation

• PJLoopGAN (GAN; yeh22ismir): https://arthurddd.github.io/PjLoopGAN/
• LoopGen (GAN; hung21ismir): https://loopgen.github.io/

given score, generate musical audio (performance): Piano only

• MIDI-VALLE (Transformer; tang25ismir): https://tangjjbetsy.github.io/MIDI-VALLE/
• TTS-based MIDI-to-audio (Transformer-TTS; shi23icassp): https://nii-yamagishilab.github.io/sample-midi-to-audio/
• Wave2Midi2Wave (transformer+wavenet; hawthorne19iclr): https://magenta.tensorflow.org/maestro-wave2midi2wave
• BasisMixer (RNN+FFNN; chacon16ismir-lbd): https://www.youtube.com/watch?v=zdU8C6Su3TI

given score, generate musical audio (performance): Not limited to Piano [a.k.a. MIDI-to-audio]

• P-MUSE (flow matching; jing26arxiv): https://p-muse.github.io/
• Break-the-Beat (DiT; cui26arxiv): https://ik4sumii.github.io/break-the-beat/
• TokenSynth (Transformer; kim25icassp): https://kyungsukim.notion.site/TokenSynth-A-Token-based-Neural-Synthesizer-for-Instrument-Cloning-and-Text-to-Instrument-2c4f5c0850dc4006971b33ad0e580842
• M2A (Transformer; tang25icassp): https://tangjjbetsy.github.io/S2A/
• Deep Performer (Transformer; dong22icassp): https://salu133445.github.io/deepperformer/
• PerformanceNet (CNN+GAN; wang19aaai): https://github.com/bwang514/PerformanceNet
• Conditioned Wavenet (Wavenet; manzelli18ismir): http://people.bu.edu/bkulis/projects/music/index.html

audio/timbre synthesis

• gen-inst (transformer; nercessian24ismir): https://gen-inst.netlify.app/
• GANStrument (narita22arxiv): https://ganstrument.github.io/ganstrument-demo/
• NEWT (DDSP; hayes21ismir): https://benhayes.net/projects/nws/
• CRASH (diffusion; rouard21ismir): https://crash-diffusion.github.io/crash/
• DarkGAN (GAN; nistal21ismir): https://an-1673.github.io/DarkGAN.io/
• MP3net (GAN; broek21arxiv): https://korneelvdbroek.github.io/mp3net/
• Michelashvili (dsp-inspired; michelashvili20iclr): https://github.com/mosheman5/timbre_painting
• GAAE (GAN+AAE; haque20arxiv): https://drive.google.com/drive/folders/1et_BuZ_XDMrdsYzZDprLvEpmmuZrJ7jk
• MANNe (): https://github.com/JTColonel/manne
• DDSP (dsp-inspired; lamtharn20iclr): https://storage.googleapis.com/ddsp/index.html
• MelNet (auto-regressive; vasquez19arxiv): https://audio-samples.github.io/
• AdVoc (; neekhara19arxiv): http://chrisdonahue.com/advoc_examples/
• GANSynth (CNN+GAN; engel19iclr): https://magenta.tensorflow.org/gansynth
• SynthNet (schimbinschi19ijcai): https://www.dropbox.com/sh/hkp3o5xjyexp2x0/AADvrfXTbHBXs9W7GN6Yeorua?dl=0
• TiFGAN (CNN+GAN; marafioti19arxiv): https://tifgan.github.io/
• SING (defossez18nips): https://research.fb.com/wp-content/themes/fb-research/research/sing-paper/
• WaveGAN (CNN+GAN; donahue19iclr): https://github.com/chrisdonahue/wavegan
• WaveNet autoencoder (WaveNet; engel17arxiv): https://magenta.tensorflow.org/nsynth

image-to-music/audio

• MusFlow (flow mathcing; song25arxiv): https://anonymous22356.github.io/musflow.github.io/
• Art2Mus (diffusion; rinaldi24ai4va): https://drive.google.com/drive/u/1/folders/1dHBxLWnyBqhVMJgUkTk0hKnFbGDVhw__
• MeLFusion (diffusion; chowdhury24cvpr): https://schowdhury671.github.io/melfusion_cvpr2024/
• Vis2Mus (encoder/decoder; zhang22arxiv): https://github.com/ldzhangyx/vis2mus
• ConchShell (encoder/decoder; fan22arxiv): n/a

video-to-music/audio

• EchoesOverTime (SSM; simon25cvpr): https://echoesovertime.github.io/
• AudioGen-Omni (transformer; wang25iclr): https://ciyou2.github.io/AudioGen-Omni/
• ThinkSound (transformer; liu25arxiv): https://thinksound-project.github.io/
• FilmComposer (transformer; xie25cvpr): https://apple-jun.github.io/FilmComposer.github.io/
• GVMGen (diffusion; zuo25aaai): https://chouliuzuo.github.io/GVMGen/
• VidMusician (transformer; li25arxiv): https://www.youtube.com/watch?v=EPOSXwtl1jw
• SONIQUE (diffusion; zhang24arxiv): https://github.com/zxxwxyyy/sonique
• Herrmann-1 (LLM+transformer; haseeb24icassp): https://audiomatic-research.github.io/herrmann-1/
• Diff-BGM (diffusion; li24cvpr): https://github.com/sizhelee/Diff-BGM
• VidMuse (transformer; tian24arxiv): https://vidmuse.github.io/
• Frieren (diffusion; wang24arxiv): https://frieren-v2a.github.io/
• Video2Music (transformer; kang23arxiv): https://github.com/AMAAI-Lab/Video2Music
• LORIS (diffusion; yu23icml): https://justinyuu.github.io/LORIS/

interactive multi-track music composition

• Jamming with Yating (RNN; hsiao19ismir-lbd): https://www.youtube.com/watch?v=9ZIJrr6lmHg

interactive piano composition

• Piano Genie (RNN; donahue18nips-creativity): https://piano-genie.glitch.me/
• AI duet (RNN; roberts16nips-demo): https://experiments.withgoogle.com/ai/ai-duet/view/

interactive monoaural music composition

• [musicalspeech] (Transformer; d'Eon20nips-demo): https://jasondeon.github.io/musicalSpeech/

compose melody

• Yin-Yang (transformer; bhandari25evomusart): https://github.com/keshavbhandari/yinyang
• MelodyT5 (transformer; wu24ismir): https://github.com/sanderwood/melodyt5
• MelodyGLM (transformer; wu23arxiv): https://nextlab-zju.github.io/melodyglm/
• TunesFormer (transformer; wu23arxiv): https://github.com/sander-wood/tunesformer
• MeloForm (transformer; lu22arxiv): https://ai-muzic.github.io/meloform/
• parkR (markov; frieler22tismir): https://github.com/klausfrieler/parkR
• xai-lsr (VAE; bryankinns21nipsw): https://xai-lsr-ui.vercel.app/
• Trans-LSTM (Transformer+LSTM; dai21ismir): N/A...
• diffusion (diffusion+musicVAE; mittal21ismir): https://storage.googleapis.com/magentadata/papers/symbolic-music-diffusion/index.html
• MELONS (Transformer; zhou21arxiv): https://yiathena.github.io/MELONS/
• Sketchnet (VAE+GRU; chen20ismir): https://github.com/RetroCirce/Music-SketchNet
• SSMGAN (VAE+LSTM+GAN; jhamtani19ml4md): https://drive.google.com/drive/folders/1TlOrbYAm7vGUvRrxa-uiH17bP-4N4e9z
• StructureNet (LSTM; medeot18ismir) https://www.dropbox.com/sh/yxkxlnzi913ba50/AAA_mDbhdmaGJC9qj0zSlqCea?dl=0
• MusicVAE (LSTM+VAE; roberts18icml): https://magenta.tensorflow.org/music-vae
• MidiNet (CNN+GAN; yang17ismir): https://richardyang40148.github.io/TheBlog/midinet_arxiv_demo.html
• C-RNN-GAN (LSTM+GAN; mogren16cml): http://mogren.one/publications/2016/c-rnn-gan/
• folkRNN (LSTM): https://folkrnn.org/

compose piano music

• D3PIA (diffusion; choi26icassp): https://jech2.github.io/D3PIA/
• PhraseLDM (diffusion; ou25arxiv): https://www.oulongshen.xyz/midi_ldm
• Proffusion (mamba-diffusion; zhang25arxiv): https://proffusion.github.io/
• RenderBox (transformer; zhang25arxiv): https://renderbox-page.vercel.app/
• ImprovNet (transformer; bhandari25arxiv): https://keshavbhandari.github.io/portfolio/improvnet.html
• MusicMamba (mamba; chen25icassp): https://moersxm.github.io/MusicMamba_Demo/
• EMO-Disentanger (transformer; huang24ismir): https://emo-disentanger.github.io/
• MuseBarControl (transformer; shu24arxiv): https://ganperf.github.io/musebarcontrol.github.io/musebarcontrol/
• WholeSong (diffusion; 24iclr): https://wholesonggen.github.io/
• MGM (transformer; 24tmm): https://github.com/hu-music/MGM
• Polyffusion (diffusion; min23ismir): https://polyffusion.github.io/
• EmoGen (Transformer; kang23arxiv): https://ai-muzic.github.io/emogen/
• Compose & Embellish (Transformer; wu22arxiv): https://drive.google.com/drive/folders/1Y7HfExAz3PpPbFl0OnccxYDNF1KZUP-3
• Theme Transformer (Transformer; shih21arxiv): https://atosystem.github.io/ThemeTransformer/
• EMOPIA (Transformer; hung21ismir): https://annahung31.github.io/EMOPIA/
• dadagp (Transformer; sarmento21ismir): https://drive.google.com/drive/folders/1USNH8olG9uy6vodslM3iXInBT725zult
• CP Transformer (Transformer; hsiao21aaai): https://ailabs.tw/human-interaction/compound-word-transformer-generate-pop-piano-music-of-full-song-length/
• PIANOTREE VAE (VAE+GRU; wang20ismir): https://github.com/ZZWaang/PianoTree-VAE
• Guitar Transformer (Transformer; chen20ismir): https://ss12f32v.github.io/Guitar-Transformer-Demo/
• Pop Music Transformer (Transformer; huang20mm): https://github.com/YatingMusic/remi
• Conditional Music Transformer (Transformer; choi19arxiv): https://storage.googleapis.com/magentadata/papers/music-transformer-autoencoder/index.html; and https://magenta.tensorflow.org/transformer-autoencoder
• PopRNN (RNN; yeh19ismir-lbd): https://soundcloud.com/yating_ai/sets/ismir-2019-submission/
• VGMIDI (LSTM; ferreira19ismir): https://github.com/lucasnfe/music-sentneuron
• Amadeus (LSTM+RL; kumar19arxiv): https://goo.gl/ogVMSq
• Modularized VAE (GRU+VAE; wang19icassp): https://github.com/MiuLab/MVAE_Music
• BachProp (GRU; colombo18arxiv): https://sites.google.com/view/bachprop
• Music Transformer (Transformer; huang19iclr): https://magenta.tensorflow.org/music-transformer

Rearrangement (e.g., pop2piano)

• PiCoGen2 (transformer; tan24ismir): https://tanchihpin0517.github.io/PiCoGen/
• PiCoGen (transformer; tan24icmr): https://tanchihpin0517.github.io/PiCoGen/
• Pop2Piano (transformer; choi23icassp): https://sweetcocoa.github.io/pop2piano_samples/
• audio2midi (GRU; wang21arxiv): https://github.com/ZZWaang/audio2midi
• InverseMV (GRU; lin21arxiv): https://github.com/linchintung/VMT

compose single-track polyphonic music by combinging existing ones

• CollageNet (VAE; wuerkaixi21ismir): https://github.com/urkax/CollageNet

compose multi-track symbolic music

• EMT (transformer; guo26ismir): https://guozixunnicolas.github.io/equivariant-music-transformer-demo/
• Orpheus (transformer; lev26arxiv): https://huggingface.co/spaces/asigalov61/Orpheus-Music-Transformer
• Moonbeam (transformer; guo25arxiv): https://aim-qmul.github.io/moonbeam-midi-foundation-model/
• NotaGen (transformer; wang25arxiv): https://electricalexis.github.io/notagen-demo/
• MIDI-GPT (transformer; pasquier25aaai): https://www.metacreation.net/projects/midi-gpt
• Cadenza (transformer; lenz24ismir): https://lemo123.notion.site/Cadenza-A-Generative-Framework-for-Expressive-Ideas-Variations-7028ad6ac0ed41ac814b44928261cb68
• SymPAC (transformer; chen24ismir): n/a
• MMT-BERT (transformer; zhu24ismir): n/a
• Nested Music Transformer (transformer; ryu24ismir): https://github.com/JudeJiwoo/nmt
• MET (transformer; ): https://github.com/SkyTNT/midi-model
• MuPT (transformer; qu25iclr): https://map-mupt.github.io/
• MMT-GI (transformer; xu23arxiv): https://goatlazy.github.io/MUSICAI/
• MorpheuS: https://dorienherremans.com/morpheus
• Anticipatory Music Transformer (; thickstun23arxiv): https://crfm.stanford.edu/2023/06/16/anticipatory-music-transformer.html
• SCHmUBERT (diffusion; plasser23ijcai): https://github.com/plassma/symbolic-music-discrete-diffusion
• DiffuseRoll (diffusion; wang23arxiv): n/a
• Museformer (Transformer; yu22neurips): https://ai-muzic.github.io/museformer/
• SymphonyNet (Transformer; liu22ismir): https://symphonynet.github.io/
• CMT (Transformer; di21mm): https://wzk1015.github.io/cmt/
• CONLON (GAN; angioloni20ismir): https://paolo-f.github.io/CONLON/
• MMM (Transformer; ens20arxiv): https://jeffreyjohnens.github.io/MMM/
• MahlerNet (RNN+VAE; lousseief19smc): https://github.com/fast-reflexes/MahlerNet
• Measure-by-Measure (RNN): https://sites.google.com/view/pjgbjzom
• JazzRNN (RNN; yeh19ismir-lbd): https://soundcloud.com/yating_ai/sets/ismir-2019-submission/
• MIDI-Sandwich2 (RNN+VAE; liang19arxiv): https://github.com/LiangHsia/MIDI-S2
• LakhNES (Transformer; donahue19ismir): https://chrisdonahue.com/LakhNES/
• MuseNet (Transformer): https://openai.com/blog/musenet/
• MIDI-VAE (GRU+VAE; brunner18ismir): https://www.youtube.com/channel/UCCkFzSvCae8ySmKCCWM5Mpg
• Multitrack MusicVAE (LSTM+VAE; simon18ismir): https://magenta.tensorflow.org/multitrack
• MuseGAN (CNN+GAN; dong18aaai): https://salu133445.github.io/musegan/

compose multitrack covers (cover generation; need reference MIDI)

• FIGARO (Transformer; rütte22arxiv): https://github.com/dvruette/figaro

given chord, compose melody

• MelodyDiffusion (diffusion; li23mathematics): https://www.mdpi.com/article/10.3390/math11081915/s1
• H-EC2-VAE (GRU+VAE; wei21ismir): N/A...
• MINGUS (Transformer; madaghiele21ismir): https://github.com/vincenzomadaghiele/MINGUS
• BebopNet (LSTM): https://shunithaviv.github.io/bebopnet/
• JazzGAN (GAN; trieu18mume): https://www.cs.hmc.edu/~keller/jazz/improvisor/
• XiaoIce Band (GRU; zhu18kdd): http://tv.cctv.com/2017/11/24/VIDEo7JWp0u0oWRmPbM4uCBt171124.shtml

given melody, compose chord (melody harmonization)

• ReaLchords (RL; wu24icml): https://storage.googleapis.com/realchords/index.html
• EMO-Harmonizer (transformer): https://yuer867.github.io/emo_harmonizer/
• LHVAE (VAE+LSTM; ji23arxiv): n/a
• DeepChoir (transformer; wu23icassp): https://github.com/sander-wood/deepchoir
• DAT-CVAE (transformer-vae; zhao22ismir): https://zhaojw1998.github.io/DAT_CVAE
• SurpriseNet (VAE; chen21ismir): https://github.com/scmvp301135/SurpriseNet
• MTHarmonizer (RNN; yeh21jnmr)

given lyrics, compose melody

• AligningMelody (LLM; meng26icassp): https://arain233.github.io/AligningMelody-demo/
• CSL-L2M (LLM; wang25aaai): https://lichaiustc.github.io/CSL-L2M/
• MuDiT/MuSiT (LLM; wang24arxiv): N/A
• SongComposer (LLM; ding24arxiv): https://pjlab-songcomposer.github.io/
• ROC (transformer; lv22arxiv): https://ai-muzic.github.io/roc/
• pop-melody (transformer; zhang22ismir): N/A
• ReLyMe (transformer; chen22mm): https://ai-muzic.github.io/relyme/
• TeleMelody (transformer; ju21arxiv): https://github.com/microsoft/muzic
• Conditional LSTM-GAN (LSTM+GAN; yu19arxiv): https://github.com/yy1lab/Lyrics-Conditioned-Neural-Melody-Generation
• iComposer (LSTM; lee19acl): https://www.youtube.com/watch?v=Gstzqls2f4A
• SongWriter (GRU; bao18arxiv): N/A

compose drum MIDI

• Conditional drum generation by Markis (BiLSTM/Transformer): https://github.com/melkor169/CP_Drums_Generation
• Nuttall's model (Transformer; nuttall21nime): https://nime.pubpub.org/pub/8947fhly/release/1?readingCollection=71dd0131
• Wei's model (VAE+GAN; wei19ismir): https://github.com/Sma1033/drum_generation_with_ssm
• DrumNet (GAE; lattner19waspaa): https://sites.google.com/view/drum-generation
• DrumVAE (GRU+VAE; thio19milc): http://vibertthio.com/drum-vae-client

compose melody+chords (two tracks)

• Emotional Lead Sheet Generation (sen2seq): https://github.com/melkor169/LeadSheetGen_Valence
• EmoMusicTV (Transformer; ji23tmm): https://github.com/Tayjsl97/EmoMusicTV
• Jazz Transformer (Transformer; wu20ismir): https://drive.google.com/drive/folders/1-09SoxumYPdYetsUWHIHSugK99E2tNYD
• Transformer VAE (Transformer+VAE; jiang20icassp): https://drive.google.com/drive/folders/1Su-8qrK__28mAesSCJdjo6QZf9zEgIx6
• Two-stage RNN (RNN; deboom20arxiv): https://users.ugent.be/~cdboom/music/
• LeadsheetGAN (CRNN+GAN; liu18icmla): https://liuhaumin.github.io/LeadsheetArrangement/results
• LeadsheetVAE (RNN+VAE; liu18ismir-lbd): https://liuhaumin.github.io/LeadsheetArrangement/results

given any MIDI tracks, compose other MIDI tracks

• GETMusic (discrete diffusion): https://getmusicdemo.github.io/

given melody or lead sheet, compose arrangement

• AccoMontage3 (; zhao23arxiv): https://zhaojw1998.github.io/AccoMontage-3
• GETMusic (discrete diffusion): https://getmusicdemo.github.io/
• SongDriver (Transformer-CRF; wang22mm):
• AccoMontage2 : https://billyyi.top/accomontage2/
• AccoMontage (template-based; zhao21ismir): https://github.com/zhaojw1998/AccoMontage
• CP Transformer (Transformer; hsiao21aaai): https://ailabs.tw/human-interaction/compound-word-transformer-generate-pop-piano-music-of-full-song-length/
• PopMAG (transformer; ren20mm): https://music-popmag.github.io/popmag/
• LeadsheetGAN: see above
• LeadsheetVAE: see above
• XiaoIce Band (the "multi-instrument co-arrangement model"): N/A

given mix (audio), compose bass

• latent diffusion (diffusion; pasini24arxiv): https://sonycslparis.github.io/bass_accompaniment_demo/
• BassNet (GAE+CNN; ren20mm): https://sonycslparis.github.io/bassnet/

given prime melody, compose melody+chords

• local_conv_music_generation (CNN; ouyang18arxiv): https://somedaywilldo.github.io/local_conv_music_generation/

given prime melody, compose melody+chords+bass

• BandNet (RNN; zhou18arxiv): https://soundcloud.com/yichao-zhou-555747812/sets/bandnet-sound-samples-1

given piano score, compose an orchestration

• LOP (RBM; crestel17smc): https://qsdfo.github.io/LOP/results.html

piano infilling

• Polyffusion (diffusion; min23ismir): https://polyffusion.github.io/
• structure-aware infilling : https://tanchihpin0517.github.io/structure-aware_infilling
• VLI (Transformer; chang21ismir): https://jackyhsiung.github.io/piano-infilling-demo/
• The Piano Inpainting Application (): https://ghadjeres.github.io/piano-inpainting-application/

melody infilling

• CLSM (Transformer+LSTM; akama21ismir): https://contextual-latent-space-model.github.io/demo/

symbolic-domain genre style transfer

• Pop2Jazz (RNN; yeh19ismir-lbd): https://soundcloud.com/yating_ai/sets/ismir-2019-submission/
• Groove2Groove (RNN; cífka19ismir, cífka20taslp): https://groove2groove.telecom-paris.fr/
• CycleGAN2 (CNN+GAN; brunner19mml): https://drive.google.com/drive/folders/1Jr_p6pnKvhA2YW9sp-ABChiFgV3gY1aT
• CycleGAN (CNN+GAN; brunner18ictai): https://github.com/sumuzhao/CycleGAN-Music-Style-Transfer
• FusionGAN (GAN; chen17icdm): http://people.cs.vt.edu/czq/publication/fusiongan/

symbolic-domain arrangement style transfer

• UnetED (CNN+Unet; hung19ijcai): https://biboamy.github.io/disentangle_demo/result/index.html

symbolic-domain emotion/rhythm/pitch style transfer

• MuseMorphose (Transformer+VAE; wu21arxiv): https://slseanwu.github.io/site-musemorphose/
• Kawai (VAE+GRU+adversarial; kawai20ismir): https://lisakawai.github.io/music_transformation/
• Wang (VAE+GRU; wang20ismir): https://github.com/ZZWaang/polyphonic-chord-texture-disentanglement
• Music FaderNets (VAE; tan20ismir): https://music-fadernets.github.io/
• deep-music-analogy (yang19ismir): https://github.com/cdyrhjohn/Deep-Music-Analogy-Demos

performance generation (given MIDI, generate human-like MIDI): Piano only

• JointPianist (transformer; 25arxiv): https://jointpianist.github.io/epr-apt/
• ScorePerformer (transformer; borovik23ismir): https://github.com/ilya16/scoreperformer
• CVRNN (CVRNN; maezawa19ismir): https://sites.google.com/view/cvrnn-performance-render
• GGNN (graph NN + hierarchical attention RNN; jeong19icml)
• VirtuosoNet (LSTM+hierarchical attention network; jeong18nipsw): https://www.youtube.com/playlist?list=PLkIVXCxCZ08rD1PXbrb0KNOSYVh5Pvg-c
• PerformanceRNN (RNN): https://magenta.tensorflow.org/performance-rnn

given MIDI, generate human-like MIDI: Drum only

• GrooVAE (seq2seq+VAE; gillick19icml): https://magenta.tensorflow.org/groovae

compose ABC MIDI by LLM

• ComposerX (LLM; deng24arxiv): https://lllindsey0615.github.io/ComposerX_demo/