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math.PR2025
The Density Formula Approach for Non-reversible Isomorphism Theorems, with Applications
Qinghua, Ding, Venkat Anantharam
The classical isomorphism theorems for reversible Markov chains have played an important role in studying the properties of local time processes of strongly symmetric Markov proces…
stat.ML2025
On Statistical Estimation of Edge-Reinforced Random Walks
Qinghua, Ding, Venkat Anantharam
Reinforced random walks (RRWs), including vertex-reinforced random walks (VRRWs) and edge-reinforced random walks (ERRWs), model random walks where the transition probabilities evo…
math.OC2025
Quantum advantage in decentralized control of POMDPs: A control-theoretic view of the Mermin-Peres square
Venkat Anantharam
Consider a decentralized partially-observed Markov decision problem (POMDP) with multiple cooperative agents aiming to maximize a long-term-average reward criterion. We observe tha…