Javier Nistal @latentspaces
Researcher @SonyCSLMusic. Former PhD @TelecomParis_ | @MIDASconsoles | Intern @JukedeckRandD, @SoundCloud. Exploring deep generative models for sound and music linkedin.com/in/javiernista… Paris Joined August 2020-
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Final push! We need a few more participants for a 15-minute listening test: golisten.ucd.ie/task/mushra-te… Already helped and coming to #ISMIR? Beer on me :)
Listening test alert 🚨 we need you! 😊 Super simple music denoising test: listen to a few piano clips and rate their closeness to a reference. 15 minutes for you, tons of help for us :) Headphones recommended. Computer needed. lnkd.in/d6t8UzaC Thanks 🫶
Listening test alert 🚨 we need you! 😊 Super simple music denoising test: listen to a few piano clips and rate their closeness to a reference. 15 minutes for you, tons of help for us :) Headphones recommended. Computer needed. lnkd.in/d6t8UzaC Thanks 🫶
🎶 New ISMIR 2025 paper! "Estimating Musical Surprisal from Audio in Autoregressive Diffusion Model Noise Spaces" by Mathias Rose Bjare (JKU), Stefan Lattner (Sony CSL), and Gerhard Widmer (JKU/LIT AI Lab). We explore how surprisal — the unexpectedness of musical events — can be modeled directly from audio using autoregressive diffusion models (ADMs). 💡 What we did: - Compared surprisal from diffusion models vs. Generative Infinite-Vocabulary Transformers (GIVT). - Evaluated across tasks: monophonic pitch surprisal (expectation) & segment boundary detection (structural surprise). - Tested surprisal at different noise levels in diffusion processes to see how musical features emerge at multiple granularities. 🔥 Key take-aways: - Diffusion surprisal beats GIVT in modeling pitch expectation & boundary detection. - Mid-level noise surprisal captures pitch-level expectations while suppressing timbre-related variation. - Surprisal curves align with human-like musical segmentation, showing potential as proxies for perceptual surprise. Why it matters: Understanding musical surprisal links computational modeling with human perception and cognition — with applications in AI composition, real-time music interaction, and brain-music studies. 📜 Paper: arxiv.org/abs/2508.05306 💻 Code: github.com/SonyCSLParis/a… #DiffusionModels #Surprisal #MIR @ISMIRConf @SonyCSLParis @SonyCSLMusic
❌ We don’t need no negative samples ❌ We don’t need no large batches ❌ No modality gap in the classroom Very happy to introduce SLAP, our latest brick in the wall of multimodal SSL 🎶🧠 Joint work with King @Juj_Guinot, accepted at #ISMIR2025! 🇰🇷 1/7
Hey! Our paper, 🌸 “LiLAC: A Lightweight Latent ControlNet for Musical Audio Generation” got accepted as ISMIR 2025! It presents a novel control paradigm for audio diffusion models with greatly reduced parameters, encouraging users to train individual, modular models.
🎭💻 We’re participating in #CultTech Residency — a new program supporting artists and creative teams exploring performance & technology Experience the benefits of working with our AI-powered tool #DiffARiff Feel free to share the news 🔽 Open call: culttech.at/residence-open…
@dadabots I agree that it feels hacky. But imagine it real-time, with many conditioning, each with its own CFG... that should be extremely fun :D
🌟 New @ieeeICASSP Paper Announcement 🌟 We introduce "Music2Latent2: Audio Compression with Summary Embeddings and Autoregressive Decoding", a novel autoencoder achieving higher fidelity at extreme compression rates using consistency models & summary embeddings. 🧵
😃Accepted @ieeeICASSP papers of @SonyCSLMusic: Accompaniment Prompt Adherence: A Measure for Evaluating Music Accompaniment Systems M. Grachten, J. Nistal Estimating Musical Surprisal in Audio M. Bjare, G. Cantisani, S. Lattner and G. Widmer Hybrid Losses for Hierarchical Embedding Learning H. Tian, S. Lattner, B. McFee, C. Saitis Music2Latent2: Audio Compression with Summary Embeddings and Autoregressive Decoding M. Pasini, S. Lattner, G. Fazekas Zero-shot Musical Stem Retrieval with Joint-Embedding Predictive Architectures A. Riou, S. Lattner, A. Gagneré, G. Hadjeres, S. Lattner, G. Peeters Congrats to the authors! @latentspaces @howariou @GiorgiaCanti @tiianhk @marco_ppasini @GeoffroyPeeters @gaetan_hadjeres @SonyCSLParis
💡If you missed it, we released our new AI-tool, #DrumGAN, which allows you to generate flexible drum sounds with ease Here is a full blogpost for a detailed look at it + free download the 1st #AI-drum kits made by #Twenty9 during our collaboration ➡️🎁 tinyurl.com/blpodr
@john_c_vinyard @deeplearnmusic @SonyCSLMusic Perhaps @cyranaouameur can throw some light here
Happy to announce that our legendary DrumGAN, developed 2020 by Javier Nistal @latentspaces is now available as a web application. Free to use and without registration! 🥁 Give it a try at drumgan.csl.sony.fr #DrumGAN @SonyCSLMusic
🥳 New publication announcement! Marco Pasini solved the problem of error accumulation in continuous autoregressive models (CAMs), making it possible to generate sequences without the need for prior tokenization. Say goodbye to RVQ codecs (use music2latent 😉). @SonyCSLMusic
✨ Train language models directly on continuous data - without tokenization ✨ We propose an easy way to train GPT-style autoregressive models on continuous data, without error accumulation. We test it on audio 🔊, but this method can easily work with other modalities 🎆 👇🧵
🌟 Exciting news! The YouTube channel @aisearchio just released a review of #DiffARiff, and it's already making waves—10k views in less than 12 hours and more than 100 comments with fantastic feedback! 🎉 Thanks so much for the incredible exposure!
🎶Current AI music generators like Udio & Suno lack control—they spit out entire songs for you, which isn’t always ideal. But now, there's a game changer for music producers! An AI that generates individual stems for any instrument. Here's a sneak peek! youtu.be/dQJZxPyI5l8
🤩 It's exciting to see how Diff-A-Riff makes it easy to build up a song based on some input audio! 👇
🎉Continue to discover #DiffARiff capabilities New #HipHop demo by @CarliNistal showcasing how #DiffARiff can seamlessly integrate into your workflow, offering flexibility for musical exploration Using #textprompts & #referenceaudio Carli guided the AI to generate this new demo
🚨 New Video Drop! 🚨 My brother, Carli Nistal, used Diff-A-Riff to create this banger! 🎶🤖 Watch it in action!
🎉New #DiffARiff audio demo 🎚️We continue to introduce you to Diff-A-Riff's capabilities, our accompaniment co-creation tool, with this new #Disco Demo produced by @CarliNistal 👏 Find the HQ video & audio on our YouTube channel #aimusic #research #innovation #sonycslparis
🎉New #DiffARiff audio demo 🎚️We continue to introduce you to Diff-A-Riff's capabilities, our accompaniment co-creation tool, with this new #Disco Demo produced by @CarliNistal 👏 Find the HQ video & audio on our YouTube channel #aimusic #research #innovation #sonycslparis
Christian Steinmetz @csteinmetz1
6K Followers 2K Following Research Scientist @ Suno // working on generative music • audio fidelity • signal processing • ML
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dadabots @dadabots
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YCY @yoyolicoris
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𝔥𝔢𝔵𝔬𝔯�... @hexorcismos
3K Followers 3K Following ⚫️ Artist, technologist and musician ⚫️ ⚫️ 𝔐ᴜᴛᴜᴀʟɪsᴍ𝔛 out now via @_otherpeople : https://t.co/N11dZNJeYx ⚫️ ⚫️ AI music engineer @semilla_AI ⚫️
Hao-Wen (Herman) Dong... @hermanhwdong
1K Followers 326 Following Assistant Professor at University of Michigan | PhD from UC San Diego | Augmenting Human Creativity with AI | Gen AI for Music, Audio & Video
Pablo Alonso Jiménez @pablo__alonso
499 Followers 468 Following 🔬 Postdoc at @mtg_upf. ⌨️ Developer at @Essentia_MTG. 🎧 A/V artist at @llevolulsumiciu.
Scott H. Hawley @drscotthawley
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Sarah @l5ZjsNqX9dLHHw4
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RunTimeException @run_time_exe
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13 Followers 155 Following I am ML Researcher. Have 10+ years in science, 4 years in ML. Interested in: Speech, Generative models.
Joannie 🇨🇦🇬�... @CanadianJoannie
3K Followers 7K Following Wheelchair athlete,PublicSpeaker,Disability Advocate, Mom of 3, mom of 3🐾🐾🐾 views are my own. dm for e-transfers/Paypal #Superfamily
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Eric Tchirnhausen @tchirnhaus20039
34 Followers 5K Following @huawei Like to try new things you never know; trying to prove all software can be automated. | ML/AI, | C++/Java/Go | GitHub : Dyl777
Alatau @AlatauMusic
5 Followers 31 Following Building agentic AI music tools with RAG, and acting as intelligent, collaborative producers for creators worldwide.
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Music Non Stop @MusicNonStop_io
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Lwandlolubanzi T Ndeb... @lwandlendebele
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dadabots @dadabots
11K Followers 9K Following ∿ Music hackers. Algoraves. Inventing, playing. Neural synthesis. 24/7 ai death metal. Stable Audio team. Open models. Mischief @harmonai_org @artblocks
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7K Followers 830 Following AI, LLMs, and music. currently @upstageai @KAIST. prev: @genentech @gaudiolab @tiktok_us @spotify, @c4dm @qmul.
AK @_akhaliq
504K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo ,submit papers here: https://t.co/UzmYN5XOCi
ISMIR Conference @ISMIRConf
3K Followers 188 Following ISMIR is the largest research conference in the field of Music Information Retrieval (MIR). #ISMIR2026
Yann LeCun @ylecun
1.2M Followers 788 Following Professor at NYU & Executive Chairman at AMI Labs. Ex-Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
Chris Donahue @chrisdonahuey
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arXiv Sound @ArxivSound
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C4DM at QMUL @c4dm
3K Followers 111 Following The Centre for Digital Music at Queen Mary University of London is a world-leading, multidisciplinary research group in the field of music & audio Technology.
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4K Followers 428 Following Surfing on sound, music, AI, and waves 🏄 / Founder of @qosmo_inc & @neutone_ai / @naotokui in 🇯🇵
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694K Followers 825 Following Co-founder @ndea. Co-founder @arcprize. Creator of Keras and ARC-AGI. Author of 'Deep Learning with Python'.
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Andrew McAfee 🇺�... @amcafee
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lyra bubbles @_lyraaaa_
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Huan @HuanZha80395890
479 Followers 378 Following PhD student in AI+Music @c4dm Expressive piano performance, computational musicology, music information retrieval, music education. I play piano and theremin.
Arnaud Doucet @ArnaudDoucet1
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Mansoor Rahimat Khan @marakhmusic
503 Followers 418 Following CEO @beatovenai | Backed by @join_ef & @capital2b | 7th Gen Classical Musician |ex- Product at Great Learning | NIT & @georgiatech alumni | Forbes 30u30 Asia
Prem Seetharaman @pseetharaman
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42K Followers 661 Following philosopher@NYU. consciousness, reality+, life, the universe, and everything.
BSC-CNS @BSC_CNS
18K Followers 2K Following BSC-CNS (Barcelona Supercomputing Center-Centro Nacional de Supercomputación) is the National Supercomputing Facility in Spain.
Jascha Sohl-Dickstein @jaschasd
30K Followers 816 Following Member of the technical staff @ Anthropic. Most (in)famous for inventing diffusion models. AI + physics + neuroscience + dynamics.
IEEE ICASSP @ieeeICASSP
5K Followers 1 Following IEEE International Conference on Acoustics, Speech, and Signal Processing. #ICASSP2026 will be held 4-8 May 2026 in Barcelona, Spain.
Hao-Wen (Herman) Dong... @hermanhwdong
1K Followers 326 Following Assistant Professor at University of Michigan | PhD from UC San Diego | Augmenting Human Creativity with AI | Gen AI for Music, Audio & Video
Vivek Ramanujan @RamanujanVivek
283 Followers 111 Following PhD student at the University of Washington with Ali Farhadi. Previously a researcher at Allen Institute for Artificial Intelligence.
Michele Mancusi @michelemancusi
214 Followers 313 Following PhD, Senior Research Scientist @Moises | Former @Musixmatch, @Microsoft, @Sony | Working on #DeepLearning, #SignalProcessing, #GenerativeModels.
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Will Drevo @itsdrevo
401 Followers 631 Following ex-@mit @csail @coinbase @anyscalecompute @stabilityAI. ml & data, systems, audio. the best is yet to come.
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77K Followers 410 Following _The Sound Explorers Arturia creates hardware and software instruments to help musicians release their creativity.
Xavier Riley @xavriley
686 Followers 629 Following PhD researcher in AI and music @c4dm. Also guitarist, double bassist, jazz fan, dull bio writer.
Nate Raw @_nateraw
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⚡AI Search⚡ @aisearchio
16K Followers 327 Following Sharing AI stuff 🚀680K subs https://t.co/0Ms1yEzdUN
Julian Lenz @JLenzyy
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John Hopfield @HopfieldJohn
6K Followers 15 Following I work on neural networks and biology, often from the view point of my roots in physics. Professor @PrincetonNeuro.
The Nobel Prize @NobelPrize
1.3M Followers 492 Following The official feed of the Nobel Prize @NobelPrize #NobelPrize
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519 Followers 291 Following
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