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Florent Teichteil-Königsbuch

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
2020

Boundary Extension Features for Width-Based Planning with Simulators on Continuous-State Domains

IJCAI 2020poster

Width-based planning algorithms have been demonstrated to be competitive with state-of-the-art heuristic search and SAT-based approaches, without requiring access to a model of action effects and preconditions, just access to a black-box simulator. Width-based planners search is guided by a measure…