Search Results for author: Benjamin Rivière

Found 3 papers, 1 papers with code

CaRT: Certified Safety and Robust Tracking in Learning-based Motion Planning for Multi-Agent Systems

no code implementations13 Jul 2023 Hiroyasu Tsukamoto, Benjamin Rivière, Changrak Choi, Amir Rahmani, Soon-Jo Chung

First, in a nominal setting, the analytical form of our CaRT safety filter formally ensures safe maneuvers of nonlinear multi-agent systems, optimally with minimal deviation from the learning-based policy.

Motion Planning

H-TD2: Hybrid Temporal Difference Learning for Adaptive Urban Taxi Dispatch

no code implementations5 May 2021 Benjamin Rivière, Soon-Jo Chung

We present H-TD2: Hybrid Temporal Difference Learning for Taxi Dispatch, a model-free, adaptive decision-making algorithm to coordinate a large fleet of automated taxis in a dynamic urban environment to minimize expected customer waiting times.

Decision Making

GLAS: Global-to-Local Safe Autonomy Synthesis for Multi-Robot Motion Planning with End-to-End Learning

1 code implementation26 Feb 2020 Benjamin Rivière, Wolfgang Hoenig, Yisong Yue, Soon-Jo Chung

We present GLAS: Global-to-Local Autonomy Synthesis, a provably-safe, automated distributed policy generation for multi-robot motion planning.

Robotics

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