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Eser Aygün

2 accepted papers

2022

Proving Theorems using Incremental Learning and Hindsight Experience Replay

ICML 2022spotlight

Traditional automated theorem proving systems for first-order logic depend on speed-optimized search and many handcrafted heuristics designed to work over a wide range of domains. Machine learning approaches in the literature either depend on these traditional provers to bootstrap themselves, by lev…

Cited by 23SourcePDFScholar
2019

The Option Keyboard: Combining Skills in Reinforcement Learning

NeurIPS 2019poster

The ability to combine known skills to create new ones may be crucial in the solution of complex reinforcement learning problems that unfold over extended periods. We argue that a robust way of combining skills is to define and manipulate them in the space of pseudo-rewards (or "cumulants"). Based o…

Cited by 122SourcePDFScholar