cond-mat.dis-nn · 2026-07-22 · No. 61
Disordered Systems and Neural Networks, 2026-07-22.
1 new papers in cond-mat.dis-nn. Titles, authors,
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01 — The papers
1 entries-
01
Free energy landscape of Dense Associative Memory
Sumedha, Abhishek Singh
cond-mat.dis-nn · cond-mat.stat-mech · cs.AI
Using large deviations theory, we solve and obtain a general expression for the free energy functional for a broad class of associative memories, including dense associative memories. We illustrate the method by reproducing classical results for the Hopfield model. For a finite number of patterns, we derive the temperature-dependent free energy functional for dense associative memories featuring polynomial interactions and Log-Sum-Exponential...
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