6 citations · 18 across the 20 of their papers we have counts for
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cs.GT2022
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…
cs.RO2022
Learning-Based Motion Planning with Mixture Density Networks
Yinghan Wang, Xiaoming Duan, Jianping He
The trade-off between computation time and path optimality is a key consideration in motion planning algorithms. While classical sampling based algorithms fall short of computation…
cs.GT2022
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…