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Gavin Buttimore

2 accepted papers

2021

Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents

NeurIPS 2021poster

There has been rapidly growing interest in meta-learning as a method for increasing the flexibility and sample efficiency of reinforcement learning. One problem in this area of research, however, has been a scarcity of adequate benchmark tasks. In general, the structure underlying past benchmarks ha…

Cited by 38SourcecodeScholar
2019

Generalization of Reinforcement Learners with Working and Episodic Memory

NeurIPS 2019poster

Memory is an important aspect of intelligence and plays a role in many deep reinforcement learning models. However, little progress has been made in understanding when specific memory systems help more than others and how well they generalize. The field also has yet to see a prevalent consistent and…