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Workshop

New Frontiers in Associative Memories

Julia Kempe ⋅ Dmitry Krotov ⋅ Hilde Kuehne ⋅ Daniel Lee ⋅ Sara Solla

Abstract

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Schedule

Time zone: Conference local time zone
9:00 AM
Introduction
Dmitry Krotov ⋅ Daniel Lee
9:10 AM
Parikshit Ram
Parikshit Ram
10:30 AM
Oscillator associative memories facilitate high-capacity, compositional inference
Christopher Kymn ⋅ Connor Bybee ⋅ Zeyu Yun ⋅ Denis Kleyko ⋅ Bruno Olshausen
11:00 AM
How Linearly Associative are Memories in Large Language Models?
Akshat Gupta ⋅ Nehal Sindhu ⋅ Gopala Anumanchipalli
11:15 AM
Can memory networks play a role in task-specific modulation of neural circuits?
Susmit Agrawal ⋅ Krishn Kher ⋅ Madhumitha V ⋅ Vineeth Balasubramanian
11:30 AM
MemLLM: Finetuning LLMs to Use Explicit Read-Write Memory
Seyed MohammadAli Modarressi ⋅ Abdullatif Köksal ⋅ Ayyoob Imani ⋅ Mohsen Fayyaz ⋅ Hinrich Schuetze
1:30 PM
Léon Bottou
2:00 PM
Memorization to Generalization: Emergence of Diffusion Models from Associative Memory Networks
Bao Pham ⋅ Gabriel Raya ⋅ Matteo Negri ⋅ Mohammed J Zaki ⋅ Luca Ambrogioni ⋅ Dmitry Krotov
2:30 PM
Adriano Barra
Adriano Barra
3:30 PM
Poster Session
4:30 PM
Associative Memory and LLMs
Benjamin Hoover
Decision Trees That Remember: Gradient-Based Learning of Recurrent Decision Trees with Memory
Sascha Marton ⋅ Moritz Schneider ⋅ Jannik Brinkmann ⋅ Stefan Lüdtke ⋅ Christian Bartelt ⋅ Heiner Stuckenschmidt
Training Deep Predictive Coding Networks
Chang Qi ⋅ Thomas Lukasiewicz ⋅ Tommaso Salvatori
Associative Memory Learning Through Redundancy Maximization
Mark Blümel ⋅ David Ehrlich ⋅ Andreas C. Schneider ⋅ Abdullah Makkeh ⋅ Marcel Graetz ⋅ Valentin Neuhaus ⋅ Viola Priesemann ⋅ Michael Wibral
BEYOND DISORDER: UNVEILING COOPERATIVENESS IN MULTIDIRECTIONAL ASSOCIATIVE MEMORIES
Andrea Alessandrelli ⋅ Adriano Barra ⋅ Federico Ricci-Tersenghi ⋅ Andrea Ladiana ⋅ Andrea Lepre
Dense Hopfield Networks with Hierarchical Memories
Aditya Cowsik ⋅ Adithya Sriram
Hierarchical Episodic Memory in LLMs via Multi-Scale Event Organization
Martin A Benfeghoul ⋅ Haitham Bou Ammar ⋅ Jun Wang ⋅ Zafeirios Fountas
Multi-channel pattern reconstruction through $L$-directional associative memories
Alberto Fachechi ⋅ Elena Agliari ⋅ Andrea Alessandrelli ⋅ Paulo Duarte Mourão
Modern Hopfield Networks with Continuous-Time Memories
Saul Santos ⋅ António Farinhas ⋅ Daniel McNamee ⋅ Andre Martins
Pseudo-likelihood produces associative memories able to generalize, even for asymmetric couplings
Francesco D'Amico ⋅ Saverio Rossi ⋅ Luca Maria Del Bono ⋅ Matteo Negri
Lurie networks with $k$-contracting dynamics
Carl Richardson ⋅ Matthew Turner ⋅ Steve Gunn
Test-time scaling meets associative memory: Challenges in subquadratic models
Hamza T. Chaudhry ⋅ Mohit Makarand Kulkarni ⋅ Cengiz Pehlevan
The Capacity of Modern Hopfield Networks under the Data Manifold Hypothesis
Beatrice Achilli ⋅ Luca Ambrogioni ⋅ Carlo Lucibello ⋅ Marc Mezard ⋅ Enrico Ventura
Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory
Nikola Zubic ⋅ Federico Soldà ⋅ Aurelio Sulser ⋅ Davide Scaramuzza
Re:Frame - Retrieving Experience From Associative Memory
Daniil Zelezetsky ⋅ Egor Cherepanov ⋅ Aleksey Kovalev ⋅ Aleksandr Panov
Working Memory Attack on LLMs
Bibek Upadhayay ⋅ Vahid Behzadan ⋅ Amin Karbasi
Hebbian Sparse Autoencoder
Nikita Kurdiukov ⋅ Anton Razzhigaev
A BIOLOGICALLY PLAUSIBLE ASSOCIATIVE MEMORY NETWORK
Mohadeseh Shafiei Kafraj ⋅ Dmitry Krotov ⋅ Brendan Bicknell ⋅ Peter Latham
Dense Associative Memory with Epanechnikov energy
Benjamin Hoover ⋅ Krishna Balasubramanian ⋅ Dmitry Krotov ⋅ Parikshit Ram
Deep Clustering with Associative Memories
Bishwajit Saha ⋅ Dmitry Krotov ⋅ Mohammed J Zaki ⋅ Parikshit Ram