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Dennis George Wilson

2 accepted papers

2024

Exploration by Learning Diverse Skills through Successor State Representations

NeurIPS 2024poster

The ability to perform different skills can encourage agents to explore. In this work, we aim to construct a set of diverse skills that uniformly cover the state space. We propose a formalization of this search for diverse skills, building on a previous definition based on the mutual information bet…

Cited by 0SourcePDFScholar
2023

Equivariance-aware Architectural Optimization of Neural Networks

ICLR 2023poster

Incorporating equivariance to symmetry groups as a constraint during neural network training can improve performance and generalization for tasks exhibiting those symmetries, but such symmetries are often not perfectly nor explicitly present. This motivates algorithmically optimizing the architectur…

Cited by 11SourcePDFScholar