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cs.LG2023
The complexity of non-stationary reinforcement learning
Christos Papadimitriou, Binghui Peng
The problem of continual learning in the domain of reinforcement learning, often called non-stationary reinforcement learning, has been identified as an important challenge to the…
cs.LG2022
Memory Bounds for Continual Learning
Xi Chen, Christos Papadimitriou, Binghui Peng
Continual learning, or lifelong learning, is a formidable current challenge to machine learning. It requires the learner to solve a sequence of different learning tasks, one af…