ICLR 2025 Workshop NFAM Submissions

Effects of Feature Correlations on Associative Memory Capacity
Stefan Bielmeier, Gerald Friedland
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Hebbian Sparse Autoencoder
Nikita Kurdiukov, Anton Razzhigaev
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Re:Frame - Retrieving Experience From Associative Memory
Daniil Zelezetsky, Egor Cherepanov, Alexey Kovalev, Aleksandr Panov
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Selective Association in Context Memory for Task-Specific Video Understanding
Shaurjya Mandal, Nutan Sharma
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory
Nikola Zubic, Federico Soldà, Aurelio Sulser, Davide Scaramuzza
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Pseudo-likelihood produces associative memories able to generalize, even for asymmetric couplings
Francesco D'Amico, Saverio Rossi, Luca Maria del Bono, Matteo Negri
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
MemLLM: Finetuning LLMs to Use Explicit Read-Write Memory
Ali Modarressi, Abdullatif Köksal, Ayyoob Imani, Mohsen Fayyaz, Hinrich Schuetze
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Oral
- Readers: Everyone
Training Deep Predictive Coding Networks
Chang Qi, Thomas Lukasiewicz, Tommaso Salvatori
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Oscillator associative memories facilitate high-capacity, compositional inference
Christopher Kymn, Connor Bybee, Zeyu Yun, Denis Kleyko, Bruno Olshausen
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Oral
- Readers: Everyone
Sequential Pattern Retrieval: New Representations Inspired by Non-equilibrium Physics and Associative Memory Models
Matthew Du, Agnish Kumar Behera, Madan Rao, Suriyanarayanan Vaikuntanathan
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Dense Associative Memory with Epanechnikov energy
Benjamin Hoover, Krishna Balasubramanian, Dmitry Krotov, Parikshit Ram
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Test-time scaling meets associative memory: Challenges in subquadratic models
Hamza Tahir Chaudhry, Mohit Kulkarni, Cengiz Pehlevan
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Working Memory Attack on LLMs
Bibek Upadhayay, Vahid Behzadan, Amin Karbasi
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Distilled Feedforward Networks Are As Robust as Energy-Based Models trained with Equilibrium Propagation
Siddharth Mansingh, Garrett T. Kenyon, Michael Teti
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Dense Hopfield Networks with Hierarchical Memories
Aditya Cowsik, Adithya Sriram
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Hierarchical Episodic Memory in LLMs via Multi-Scale Event Organization
Martin Benfeghoul, Haitham Bou Ammar, Jun Wang, Zafeirios Fountas
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
The Capacity of Modern Hopfield Networks under the Data Manifold Hypothesis
Beatrice Achilli, Luca Ambrogioni, Carlo Lucibello, Marc Mezard, Enrico Ventura
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Hierarchical Hopfield Network Decomposition: A Spiked Covariance Framework for Latent Prototype Discovery
Saleh Sargolzaei, Luis Rueda
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Investigating Hopfield networks on graphs: learning invariance and storing orbits
Christopher Hillar, Michael Murray
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Oral
- Readers: Everyone
Lurie networks with k-contracting dynamics
Carl R Richardson, Matthew C. Turner, Steve R. Gunn
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Deep Clustering with Associative Memories
Bishwajit Saha, Dmitry Krotov, Mohammed J Zaki, Parikshit Ram
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Autonomous Memory Rehearsal in Associative Memory Networks and its Implications for Biologically Plausible Continuous Learning
Paul SAIGHI, Marcelo ROZENBERG
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
A BIOLOGICALLY PLAUSIBLE ASSOCIATIVE MEMORY NETWORK
Mohadeseh Shafiei Kafraj, Dmitry Krotov, Brendan A Bicknell, Peter E. Latham
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Associative Memory Learning Through Redundancy Maximization
Mark Blümel, Andreas Christian Schneider, David Alexander Ehrlich, Valentin Neuhaus, Marcel Graetz, Michael Wibral, Abdullah Makkeh, Viola Priesemann
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone
Multi-channel pattern reconstruction through $L$-directional associative memories
Alberto Fachechi, Elena Agliari, Andrea Alessandrelli, Paulo Duarte Mourao
- Published: 05 Mar 2025, Last Modified: 20 Apr 2025
- NFAM 2025 Poster
- Readers: Everyone