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cs.LG2025
MDPs with a State Sensing Cost
Vansh Kapoor, Jayakrishnan Nair
In many practical sequential decision-making problems, tracking the state of the environment incurs a sensing/communication/computation cost. In these settings, the agent's interac…
cs.LG2024
Influence of Recommender Systems on Users: A Dynamical Systems Analysis
Prabhat Lankireddy, Jayakrishnan Nair, D Manjunath
We analyze the unintended effects that recommender systems have on the preferences of users that they are learning. We consider a contextual multi-armed bandit recommendation algor…