3 papers
cs.LG2026
Supervised Distributional Reduction via Optimal Transport and Dependence Maximization
Sai-Aakash Ramesh, Archit Sood, Andrew Corbett +1
Learning representations that capture both intrinsic data geometry and target-relevant structure remains a fundamental challenge, particularly in settings where data reduction must…
cs.AI2026
Boosting Inference with Guided Reasoning: Stochastic Exploration for Recursive Models
Andrew Corbett, Archit Sood, Anna Tzatzopoulou +2
Recent work on recursive architectures has shown that tiny neural networks can be surprisingly powerful on structured reasoning tasks. The trick is to model reasoning trajectories…
cs.LG2024
Fairness of Exposure in Online Restless Multi-armed Bandits
Archit Sood, Shweta Jain, Sujit Gujar
Restless multi-armed bandits (RMABs) generalize the multi-armed bandits where each arm exhibits Markovian behavior and transitions according to their transition dynamics. Solutions…