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cs.LG2025
Near-Optimal Regret-Queue Length Tradeoff in Online Learning for Two-Sided Markets
Zixian Yang, Sushil Mahavir Varma, Lei Ying
We study a two-sided market, wherein, price-sensitive heterogeneous customers and servers arrive and join their respective queues. A compatible customer-server pair can then be mat…
cs.LG2021
On the Linear convergence of Natural Policy Gradient Algorithm
Sajad Khodadadian, Prakirt Raj Jhunjhunwala, Sushil Mahavir Varma +1
Markov Decision Processes are classically solved using Value Iteration and Policy Iteration algorithms. Recent interest in Reinforcement Learning has motivated the study of methods…