2 papers
cs.AI2024
Discrete, compositional, and symbolic representations through attractor dynamics
Andrew Nam, Eric Elmoznino, Nikolay Malkin +3
Symbolic systems are powerful frameworks for modeling cognitive processes as they encapsulate the rules and relationships fundamental to many aspects of human reasoning and behavio…
cs.LG2024
Delta-AI: Local objectives for amortized inference in sparse graphical models
Jean-Pierre Falet, Hae Beom Lee, Nikolay Malkin +6
We present a new algorithm for amortized inference in sparse probabilistic graphical models (PGMs), which we call -amortized inference (-AI). Our approach is based on the o…