114 citations · 127 across the 13 of their papers we have counts for
4 papers · 1 filter
Finite-horizon Equilibria for Neuro-symbolic Concurrent Stochastic Games
Rui Yan, Gabriel Santos, Xiaoming Duan +2
We present novel techniques for neuro-symbolic concurrent stochastic games, a recently proposed modelling formalism to represent a set of probabilistic agents operating in a contin…
Evaluation and Learning in Two-Player Symmetric Games via Best and Better Responses
Rui Yan, Weixian Zhang, Ruiliang Deng +3
Artificial intelligence and robotic competitions are accompanied by a class of game paradigms in which each player privately commits a strategy to a game system which simulates the…
Multiplayer Homicidal Chauffeur Reach-Avoid Games via Guaranteed Winning Strategies
Rui Yan, Ruiliang Deng, Haowen Lai +3
This paper studies a planar multiplayer Homicidal Chauffeur reach-avoid differential game, where each pursuer is a Dubins car and each evader has simple motion. The pursuers aim to…
Policy Evaluation and Seeking for Multi-Agent Reinforcement Learning via Best Response
Rui Yan, Xiaoming Duan, Zongying Shi +3
This paper introduces two metrics (cycle-based and memory-based metrics), grounded on a dynamical game-theoretic solution concept called sink equilibrium, for the evaluation, ranki…