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cs.LG2024
Planning Transformer: Long-Horizon Offline Reinforcement Learning with Planning Tokens
Joseph Clinton, Robert Lieck
Supervised learning approaches to offline reinforcement learning, particularly those utilizing the Decision Transformer, have shown effectiveness in continuous environments and for…
cs.LG2021★ 1 cited
Recursive Bayesian Networks: Generalising and Unifying Probabilistic Context-Free Grammars and Dynamic Bayesian Networks
Robert Lieck, Martin Rohrmeier
Probabilistic context-free grammars (PCFGs) and dynamic Bayesian networks (DBNs) are widely used sequence models with complementary strengths and limitations. While PCFGs allow for…