7 citations · 41 across the 23 of their papers we have counts for
4 papers · 1 filter
Common Information, Noise Stability, and Their Extensions
Lei Yu, Vincent Y. F. Tan
Common information (CI) is ubiquitous in information theory and related areas such as theoretical computer science and discrete probability. However, because there are multiple not…
Fast Beam Alignment via Pure Exploration in Multi-armed Bandits
Yi Wei, Zixin Zhong, Vincent Y. F. Tan
The beam alignment (BA) problem consists in accurately aligning the transmitter and receiver beams to establish a reliable communication link in wireless communication systems. Exi…
Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL
Fengzhuo Zhang, Boyi Liu, Kaixin Wang +3
The cooperative Multi-A gent R einforcement Learning (MARL) with permutation invariant agents framework has achieved tremendous empirical successes in real-world applications. Unfo…
Best Arm Identification in Restless Markov Multi-Armed Bandits
P. N. Karthik, Kota Srinivas Reddy, Vincent Y. F. Tan
We study the problem of identifying the best arm in a multi-armed bandit environment when each arm is a time-homogeneous and ergodic discrete-time Markov process on a common, finit…