3 papers
cs.LG2025
Dense associative memory for Gaussian distributions
Chandan Tankala, Krishnakumar Balasubramanian
Dense associative memories (DAMs) store and retrieve patterns via energy-function based fixed points, but existing models are limited to vector representations. We extend DAMs to G…
cs.LG2025
Beyond Propagation of Chaos: A Stochastic Algorithm for Mean Field Optimization
Chandan Tankala, Dheeraj M. Nagaraj, Anant Raj
Gradient flow in the 2-Wasserstein space is widely used to optimize functionals over probability distributions and is typically implemented using an interacting particle system wit…
math.PR2021
Fast mixing of a randomized shift-register Markov chain
David A. Levin, Chandan Tankala
We present a Markov chain on the -dimensional hypercube which satisfies . This Markov chain alternates between random and deterministic…