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🚨 Excited to attend #ICML2025 and share our latest work (@OptML_MSU) on LLM unlearning -- think of it as AI surgery: removing harmful knowledge while preserving general utility. Catch us at: 🔹 [Paper 1] Tues, July 15 @ 4:30pm PT | E-1108 📄 Invariance Makes LLM Unlearning…
There is obviously way more to Associative Memory than can fit in this thread On July 14 @DimaKrotov @p_ram_p and I will present a tutorial at #ICML2025 on what we've learned about AMs Join if you want to be convinced that AI needs physics to reach its full potential 🤙
Our recent preprint gives a gist of what we hope to cover 📜arxiv.org/abs/2507.06211 We also have an accompanying website with code examples. Still under construction 🙈. Will post updates over the next few days! 🖥️ tutorial.amemory.net With @DimaKrotov @p_ram_p @baophamhq
@Ben_Hoov, @p_ram_p, @baophamhq, and I prepared a Tutorial on Associative Memory for @icmlconf, which we will present next week. (Hopefully) an approachable introduction to the field for the newcomers with hands-on notebooks and some suggested problem sets. In the next few days…
What is Associative Memory and how can it be used in modern AI? 🔷 If I show you an image of a strawberry, can you remember what it smells like or tastes like? 🔷 Can you name a movie by seeing the emojis below? 🔷 Can you name the gentlemen in the picture without seeing…
I am super excited to announce the call for papers for the New Frontiers in Associative Memories workshop at ICLR 2025. New architectures and algorithms, memory-augmented LLMs, energy-based models, Hopfield networks, associative memory and diffusion, and many other exciting…
Excited to share Dense Associative Memory through the Lens of Random Features accepted to #NeurIPS2024🎉 DenseAMs need new weights for each stored pattern–hurting scalability. Kernel methods let us add memories without adding weights! Distributed memory for DenseAMs, unlocked🔓
Last year's workshop was awesome -- I learned a ton. Definitely in my top-3 most interesting future directions for AI (totally unbiased... 😇). Highly recommend watching John Hopfield’s talk from the workshop👇 #AI #HopfieldNetworks youtube.com/watch?v=3OnjX-…
Last year's workshop was awesome -- I learned a ton. Definitely in my top-3 most interesting future directions for AI (totally unbiased... 😇). Highly recommend watching John Hopfield’s talk from the workshop👇 #AI #HopfieldNetworks youtube.com/watch?v=3OnjX-…
It was a great honor to organize this workshop and have John Hopfield himself (and @DimaKrotov ) share their thoughts and insights.
It was a great honor to organize this workshop and have John Hopfield himself (and @DimaKrotov ) share their thoughts and insights.
There has been many discussions around Hopfield Networks of associative memory in the past couple of weeks. But what are the modern frontiers and recent developments in this field? If you want to learn more about this, please check out the NeurIPS 2023 workshop dedicated to this…
Diffusion models are uncannily similar to Associative Memories. Both “retrieve memories" from an initial signal by descending the energy gradient. Diffusion Models assume an energy. Associative Memories define it. See our new paper: Memory in Plain Sight arxiv.org/abs/2309.16750
Excited to share the schedule for our @NeurIPSConf AMHN workshop at #NeurIPS2023: amhn.vizhub.ai/#schedule Please consider submitting your latest & greatest (new work, NeurIPS, AAAI, ICLR, etc): CfP amhn.vizhub.ai/cfp Deadline Oct 6 (AoE) Submissions openreview.net/group?id=NeurI…
Please consider submitting your best work to the NeurIPS workshop Associative Memory & Hopfield Networks in 2023! Memory-inspired architectures, energy based models, NeuroAI, and much more. Call for papers: amhn.vizhub.ai/cfp/ Deadline: October 6 amhn.vizhub.ai
Don't miss the golden opportunity to attend 𝐍𝐞𝐮𝐫𝐨-𝐒𝐲𝐦𝐛𝐨𝐥𝐢𝐜 𝐀𝐈 𝐒𝐮𝐦𝐦𝐞𝐫 𝐒𝐜𝐡𝐨𝐨𝐥 2023 (𝐀𝐮𝐠𝐮𝐬𝐭 29-30). Register for free at: neurosymbolic.github.io/nsss2023/ #ai #neurosymbolicai #machinelearning #reasoning #knowledge #largelanguagemodels
The CfP for our @NeurIPSConf Workshop on Associative Memory & Hopfield Networks is out! The deadline is Sep 29th! Details: amhn.vizhub.ai/cfp/ Speakers: @HopfieldJohn @DimaKrotov @HochreiterSepp @carlolucibello @kchorolab @FieteGroup @MITIBMLab @Harvard @IBMResearch
Check out this amazing interactive demo of Associative Memory by @Ben_Hoov and @hen_str 👏👏 There is also a mathematical explanation of the underlying mechanics amhn.vizhub.ai/demo/#demo-ana…
Check out this amazing interactive demo of Associative Memory by @Ben_Hoov and @hen_str 👏👏 There is also a mathematical explanation of the underlying mechanics amhn.vizhub.ai/demo/#demo-ana…
I am excited to announce Associative Memory & Hopfield Networks Workshop @NeurIPSConf 2023! We have a stellar lineup of invited speakers. The call for contributed papers is now open. See you in New Orleans! Website: amhn.vizhub.ai Submission: openreview.net/group?id=NeurI…
K-means clustering requires non-differentiable cluster assignment. Deep clustering replaces discrete assignment with soft assignment (80% of the data point➡️cluster 1, 20%➡️cluster 2). This violates the fundamental premise of clustering – each point belongs to only one cluster.
K-means clustering requires non-differentiable cluster assignment. Deep clustering replaces discrete assignment with soft assignment (80% of the data point➡️cluster 1, 20%➡️cluster 2). This violates the fundamental premise of clustering – each point belongs to only one cluster.
In our #ICML2023 work, @DimaKrotov, @mj_zaki, @p_ram_p, and I uncover a novel connection between Dense Associative Memory dynamics and the inherent discrete assignment to propose an unconstrained continuous relaxation of the discrete clustering problem (ClAM).
Come talk to Pari and me on Tuesday May 2 from 5:00-6:30 pm (Central Africa Time). We'll be happy to talk about anything related to doing research in industry, optimization, generalization, trustworthy AI, and related topics.
Come talk to Pari and me on Tuesday May 2 from 5:00-6:30 pm (Central Africa Time). We'll be happy to talk about anything related to doing research in industry, optimization, generalization, trustworthy AI, and related topics.
Forrest Gao @linsen_gao
2 Followers 101 Following
Taku Ito @taku_ito1
616 Followers 686 Following Computational Neuroscience + Machine Learning @IBMResearch | he/him | [email protected]
Mathis Pink @MathisPink
366 Followers 3K Following 👀🧠(x) | x ∈ {👀🧠,🤖} PhD student @mpi_sws_ trying to trick rocks into thinking and remembering.
Piotr Słupski @piotroxp
849 Followers 6K Following https://t.co/uQeJLorydl https://t.co/dOQnMZNzS2 Scientist Maverick https://t.co/ODQCJ06v9D
Aman Ghartan @AmanNitk
41 Followers 627 Following Principal Engineer at Amazon, Ex-Adobe, Ex-Goldman Sachs. Interested in Tech, Maths and ancient sciences!
Christiaan @Chris_Hydrology
246 Followers 2K Following
Mr. Jack Tung @MrJackTung
291 Followers 6K Following
Ahmed Youssef @QuantumRamses
257 Followers 3K Following Theoretical physicist. Uncertainty and causality in ML. VP Data Science. Berlin. Opinions are my own.
Marco Matthies @MarcoMatthies
393 Followers 5K Following Interested in natural philosophy and machine learning
Morgan @morgangiraud
822 Followers 1K Following ML research engineer @ kog. Ex tech cofounder of a startup.
Rohit Jayanti @_rjayanti
61 Followers 3K Following Building Geometry-Enabled Models for Robot Intelligence 🦾📐 | Graduate Researcher at @RRCLab_IIITH, @iiit_hyderabad
Niharika S. D'Souza @SdNiharika
251 Followers 358 Following Research Scientist,@IBMResearch | PhD @JHU_ECE + MSE @JohnsHopkinsAMS | BTech. EE @IITKGP GNNs, Connectomics, Multimodal/Structured Representations, AI4Science
B @bbbb_bb_b
0 Followers 4K Following
Bao Pham @baophamhq
363 Followers 159 Following ML PhD Student at @rpi. Interested in unnormalized probabilistic and modern Hopfield-related models.
Krishna Balasubramani... @krizna_b
552 Followers 494 Following Associate professor at @ucdavis #machinelearning #deeplearning #probability #statistics #optimization #sampling
Eva Louise Marie Gabr... @e681554349
10 Followers 7K Following
AnotherWeeb_ @AnotherWeeb12
34 Followers 4K Following
Tianyi Chen @Tianyi2020
530 Followers 434 Following Researcher, Teacher, Professor; @Cornell_Tech @CornellECE @RPI | Ex @FudanUniversity
Barton Rhodes @bmorphism
3K Followers 7K Following instantiating • _🦆 discovery engine machinist 🔧 • {-1, 0, 1} • 🛸 #XM
Shruti Joshi @ShrutiJ91920416
58 Followers 395 Following Computational Neuroscience PhD student @ Bazhenov lab, UCSD
Locally Optimal @dingoactual
386 Followers 539 Following Mostly AI stuff and attempts at humor. Poasted in front of a live studio audience.
Rylan Schaeffer @RylanSchaeffer
6K Followers 2K Following CS PhD Student at Stanford Trustworthy AI Research with @sanmikoyejo. Prev interned/worked @ Meta, Google, MIT, Harvard, Uber, UCL, UC Davis
Arjun @ArjunK018
34 Followers 124 Following PhD candidate @UMassAmherst | Exploring the nexus of Memory & AI | Advancing memory models & bridging foundational gaps
Carlo Lucibello @carlolucibello
336 Followers 1K Following Assistant professor @unibocconi. Passionate about statistical physics, machine learning, politics, and the @julialanguage.
Nilanjan Sarkar @nilan_blue
347 Followers 4K Following Unlearning in LLMs| M.E CS @bitshyd| Applied Scientist intern @AmazonScience IML| #recsys #nlp #nlproc #clang #compilers #llvm
Leo Kozachkov @Leokoz8
1K Followers 528 Following Doing cybernetics (without being allowed to call it that). Assistant Professor @BrownUniversity. Prev: @IBMResearch @MIT, @RutgersU
arnaumarin.github.io @Arnauya
647 Followers 1K Following I’m PhDing @harvard in agentic AI and ai4neuro.
Ben Hoover @Ben_Hoov
1K Followers 353 Following AI Visualization & (re)Interpretability Researcher @IBMResearch @GeorgiaTech
Cengiz Pehlevan @CPehlevan
3K Followers 1K Following Theoretical neuroscience, theory of neural computation, physics of learning and intelligence. Assistant Professor of Applied Mathematics @Harvard SEAS
Francisco Acosta @hopfbifurcator
1K Followers 1K Following PhD candidate @UCSBPhysics @geometric_intel lab | geometry, dynamics, AI, brains | prev physics @MIT | AI Research Fellow @atmo_ai | co-organizer @neur_reps
Hilde Kuehne @HildeKuehne
3K Followers 897 Following Professor for CS at the Tuebingen AI Center @uni_tue and affiliated Professor at MIT-IBM Watson AI lab @MITIBMLab - Multimodal learning and video understanding
sijia.liu @sijialiu17
755 Followers 388 Following Assistant Professor, CSE@Michigan State University, Affiliated Professor, IBM Research
Pin-Yu Chen @pinyuchenTW
4K Followers 921 Following Principal research scientist@IBM Research & Chief Scientist@RPI-IBM AI Research Collaboration & PI@MIT-IBM AI Lab. IJCAI Computers & Thought Award Winner.
Uri Cohen, PhD @UriCohen42
1K Followers 3K Following Theoretical computational neuroscience postdoc at Cambridge University (CBL lab); PhD from the Hebrew University; also @uricohen42.bsky.social
Bishwajit Saha @Bishwajit_Sahab
29 Followers 50 Following 4th year CS PhD Student @RPI | Summer'23 & Summer'22 AI Researcher @MITIBMLab, @IBMResearch.
Dmitry Krotov @DimaKrotov
5K Followers 864 Following I am a physicist working on neural networks and machine learning, @MITIBMLab @IBMResearch. Formerly: @the_IAS, @Princeton
Emory College @emorycollege
5K Followers 3K Following Official account for Emory College of Arts & Sciences. Our faculty, students and alumni are committed to discovery, creativity and academic excellence.
Bishwajit Saha @Bishwajit_Sahab
29 Followers 50 Following 4th year CS PhD Student @RPI | Summer'23 & Summer'22 AI Researcher @MITIBMLab, @IBMResearch.
Uri Cohen, PhD @UriCohen42
1K Followers 3K Following Theoretical computational neuroscience postdoc at Cambridge University (CBL lab); PhD from the Hebrew University; also @uricohen42.bsky.social
Francisco Acosta @hopfbifurcator
1K Followers 1K Following PhD candidate @UCSBPhysics @geometric_intel lab | geometry, dynamics, AI, brains | prev physics @MIT | AI Research Fellow @atmo_ai | co-organizer @neur_reps
arnaumarin.github.io @Arnauya
647 Followers 1K Following I’m PhDing @harvard in agentic AI and ai4neuro.
Leo Kozachkov @Leokoz8
1K Followers 528 Following Doing cybernetics (without being allowed to call it that). Assistant Professor @BrownUniversity. Prev: @IBMResearch @MIT, @RutgersU
Nilanjan Sarkar @nilan_blue
347 Followers 4K Following Unlearning in LLMs| M.E CS @bitshyd| Applied Scientist intern @AmazonScience IML| #recsys #nlp #nlproc #clang #compilers #llvm
Arjun @ArjunK018
34 Followers 124 Following PhD candidate @UMassAmherst | Exploring the nexus of Memory & AI | Advancing memory models & bridging foundational gaps
Rylan Schaeffer @RylanSchaeffer
6K Followers 2K Following CS PhD Student at Stanford Trustworthy AI Research with @sanmikoyejo. Prev interned/worked @ Meta, Google, MIT, Harvard, Uber, UCL, UC Davis
Locally Optimal @dingoactual
386 Followers 539 Following Mostly AI stuff and attempts at humor. Poasted in front of a live studio audience.
Shruti Joshi @ShrutiJ91920416
58 Followers 395 Following Computational Neuroscience PhD student @ Bazhenov lab, UCSD
Barton Rhodes @bmorphism
3K Followers 7K Following instantiating • _🦆 discovery engine machinist 🔧 • {-1, 0, 1} • 🛸 #XM
AnotherWeeb_ @AnotherWeeb12
34 Followers 4K Following
Niharika S. D'Souza @SdNiharika
251 Followers 358 Following Research Scientist,@IBMResearch | PhD @JHU_ECE + MSE @JohnsHopkinsAMS | BTech. EE @IITKGP GNNs, Connectomics, Multimodal/Structured Representations, AI4Science
Rohit Jayanti @_rjayanti
61 Followers 3K Following Building Geometry-Enabled Models for Robot Intelligence 🦾📐 | Graduate Researcher at @RRCLab_IIITH, @iiit_hyderabad
Morgan @morgangiraud
822 Followers 1K Following ML research engineer @ kog. Ex tech cofounder of a startup.
Marco Matthies @MarcoMatthies
393 Followers 5K Following Interested in natural philosophy and machine learning
Ahmed Youssef @QuantumRamses
257 Followers 3K Following Theoretical physicist. Uncertainty and causality in ML. VP Data Science. Berlin. Opinions are my own.
Mr. Jack Tung @MrJackTung
291 Followers 6K Following
Christiaan @Chris_Hydrology
246 Followers 2K Following
Aman Ghartan @AmanNitk
41 Followers 627 Following Principal Engineer at Amazon, Ex-Adobe, Ex-Goldman Sachs. Interested in Tech, Maths and ancient sciences!
Piotr Słupski @piotroxp
849 Followers 6K Following https://t.co/uQeJLorydl https://t.co/dOQnMZNzS2 Scientist Maverick https://t.co/ODQCJ06v9D
Mathis Pink @MathisPink
366 Followers 3K Following 👀🧠(x) | x ∈ {👀🧠,🤖} PhD student @mpi_sws_ trying to trick rocks into thinking and remembering.
Ben Hoover @Ben_Hoov
1K Followers 353 Following AI Visualization & (re)Interpretability Researcher @IBMResearch @GeorgiaTech
Krishna Balasubramani... @krizna_b
552 Followers 494 Following Associate professor at @ucdavis #machinelearning #deeplearning #probability #statistics #optimization #sampling
Bao Pham @baophamhq
363 Followers 159 Following ML PhD Student at @rpi. Interested in unnormalized probabilistic and modern Hopfield-related models.
Carlo Lucibello @carlolucibello
336 Followers 1K Following Assistant professor @unibocconi. Passionate about statistical physics, machine learning, politics, and the @julialanguage.
Tianyi Chen @Tianyi2020
530 Followers 434 Following Researcher, Teacher, Professor; @Cornell_Tech @CornellECE @RPI | Ex @FudanUniversity
Duen Horng "Polo" Cha... @PoloChau
2K Followers 655 Following Prof @GeorgiaTech. @CarnegieMellon ML PhD & MS HCI. Assoc Dir, Masters of Science in Analytics. Covert designer, cellist, pianist
NeurIPS Conference @NeurIPSConf
141K Followers 39 Following San Diego Dec 2-7, 25 and Mexico City Nov 30-Dec 5, 25. Tweets to this account are not monitored. Please send feedback to [email protected].
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.
Lenka Zdeborova @zdeborova
15K Followers 450 Following Professor at EPFL. Une mathémaphysinformaticienne. Passionate mushroom hunter. Tamer of two little dragons.
Cengiz Pehlevan @CPehlevan
3K Followers 1K Following Theoretical neuroscience, theory of neural computation, physics of learning and intelligence. Assistant Professor of Applied Mathematics @Harvard SEAS
Mohammed J Zaki @mj_zaki
32 Followers 1 Following
Hilde Kuehne @HildeKuehne
3K Followers 897 Following Professor for CS at the Tuebingen AI Center @uni_tue and affiliated Professor at MIT-IBM Watson AI lab @MITIBMLab - Multimodal learning and video understanding
Dmitry Krotov @DimaKrotov
5K Followers 864 Following I am a physicist working on neural networks and machine learning, @MITIBMLab @IBMResearch. Formerly: @the_IAS, @Princeton
Kush Varshney कु�... @krvarshney
3K Followers 640 Following I wrote a book. Free pdf: https://t.co/rFFL7mySnS Paperback: https://t.co/lF0IgC5T9z Tweets are my own and don't necessarily represent IBM.
Pin-Yu Chen @pinyuchenTW
4K Followers 921 Following Principal research scientist@IBM Research & Chief Scientist@RPI-IBM AI Research Collaboration & PI@MIT-IBM AI Lab. IJCAI Computers & Thought Award Winner.
sijia.liu @sijialiu17
755 Followers 388 Following Assistant Professor, CSE@Michigan State University, Affiliated Professor, IBM Research
MIT-IBM Watson AI Lab @MITIBMLab
7K Followers 697 Following A collaborative industrial-academic laboratory focused on advancing fundamental AI research. Associated with the @MIT_SCC.
IBM Research @IBMResearch
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