In search of dispersed memories: Generative diffusion models are
associative memory networks

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In search of dispersed memories: Generative diffusion models are associative memory networks

29 September 2023

Luca Ambrogioni

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Papers citing "In search of dispersed memories: Generative diffusion models are associative memory networks"

14 / 14 papers shown

Title
Binding threshold units with artificial oscillatory neurons V. Fanaskov Ivan Oseledets 100 0 0 06 May 2025
Neural Learning Rules from Associative Networks Theory Daniele Lotito 89 0 0 11 Mar 2025
Classifier-Free Guidance inside the Attraction Basin May Cause Memorization Anubhav Jain Yuya Kobayashi Takashi Shibuya Yuhta Takida N. Memon Julian Togelius Yuki Mitsufuji DiffM 199 2 0 23 Nov 2024
Dense Associative Memory Through the Lens of Random Features Benjamin Hoover Duen Horng Chau Hendrik Strobelt Parikshit Ram Dmitry Krotov BDL 71 9 0 31 Oct 2024
Dynamic Negative Guidance of Diffusion Models Felix Koulischer Johannes Deleu G. Raya T. Demeester L. Ambrogioni DiffM 147 10 0 18 Oct 2024
Losing dimensions: Geometric memorization in generative diffusion Beatrice Achilli Enrico Ventura Gianluigi Silvestri Bao Pham G. Raya Dmitry Krotov Carlo Lucibello L. Ambrogioni 106 6 0 11 Oct 2024
Self-attention as an attractor network: transient memories without backpropagation Francesco DÁmico Matteo Negri 54 2 0 24 Sep 2024
Random Features Hopfield Networks generalize retrieval to previously unseen examples Silvio Kalaj Clarissa Lauditi Gabriele Perugini Carlo Lucibello Enrico M. Malatesta Matteo Negri AAML 76 9 0 08 Jul 2024
Hierarchical Associative Memory, Parallelized MLP-Mixer, and Symmetry Breaking Ryo Karakida Toshihiro Ota Masato Taki 83 2 0 18 Jun 2024
Bridging Associative Memory and Probabilistic Modeling Rylan Schaeffer Nika Zahedi Mikail Khona Dhruv Pai Sang T. Truong ... Sarthak Chandra Andres Carranza Ila Rani Fiete Andrey Gromov Oluwasanmi Koyejo DiffM 115 4 0 15 Feb 2024
Dense Hopfield Networks in the Teacher-Student Setting Robin Thériault Daniele Tantari AAML 74 4 0 08 Jan 2024
Inverse distance weighting attention Calvin McCarter 61 1 0 28 Oct 2023
The statistical thermodynamics of generative diffusion models: Phase transitions, symmetry breaking and critical instability Luca Ambrogioni AI4CE DiffM 133 20 0 26 Oct 2023
Memory in Plain Sight: Surveying the Uncanny Resemblances of Associative Memories and Diffusion Models Benjamin Hoover Hendrik Strobelt Dmitry Krotov Judy Hoffman Z. Kira Duen Horng Chau DiffM 83 5 0 28 Sep 2023

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