31 citations · 242 across the 55 of their papers we have counts for
63 papers
An Objective Improvement Approach to Solving Discounted Payoff Games
Daniele Dell'Erba, Arthur Dumas, Sven Schewe
While discounted payoff games and classic games that reduce to them, like parity and mean-payoff games, are symmetric, their solutions are not. We have taken a fresh view on the pr…
Omega-Regular Decision Processes
Ernst Moritz Hahn, Mateo Perez, Sven Schewe +3
Regular decision processes (RDPs) are a subclass of non-Markovian decision processes where the transition and reward functions are guarded by some regular property of the past (a l…
An Objective Improvement Approach to Solving Discounted Payoff Games
Daniele Dell'Erba, Arthur Dumas, Sven Schewe
While discounted payoff games and classic games that reduce to them, like parity and mean-payoff games, are symmetric, their solutions are not. We have taken a fresh view on the co…
Omega-Regular Reward Machines
Ernst Moritz Hahn, Mateo Perez, Sven Schewe +3
Reinforcement learning (RL) is a powerful approach for training agents to perform tasks, but designing an appropriate reward mechanism is critical to its success. However, in many…
On the Succinctness of Good-for-MDPs Automata
Sven Schewe, Qiyi Tang
Good-for-MDPs and good-for-games automata are two recent classes of nondeterministic automata that reside between general nondeterministic and deterministic automata. Deterministic…
A novel family of finite automata for recognizing and learning -regular languages
Yong Li, Sven Schewe, Qiyi Tang
Families of DFAs (FDFAs) have recently been introduced as a new representation of -regular languages. They target ultimately periodic words, with acceptors revolving around acce…