Search Results for author: Asher Hancock

Found 2 papers, 0 papers with code

Blending Data-Driven Priors in Dynamic Games

no code implementations21 Feb 2024 Justin Lidard, Haimin Hu, Asher Hancock, Zixu Zhang, Albert Gimó Contreras, Vikash Modi, Jonathan DeCastro, Deepak Gopinath, Guy Rosman, Naomi Leonard, María Santos, Jaime Fernández Fisac

As intelligent robots like autonomous vehicles become increasingly deployed in the presence of people, the extent to which these systems should leverage model-based game-theoretic planners versus data-driven policies for safe, interaction-aware motion planning remains an open question.

Autonomous Driving Motion Planning

PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction

no code implementations NeurIPS 2023 Apoorva Sharma, Sushant Veer, Asher Hancock, Heng Yang, Marco Pavone, Anirudha Majumdar

To remedy this, recent work has proposed learning model and score function parameters using data to directly optimize the efficiency of the ICP prediction sets.

Conformal Prediction Generalization Bounds

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