RAT iLQR: A Risk Auto-Tuning Controller to Optimally Account for Stochastic Model Mismatch

Adrien Gaidon , Mac Schwager , Negar Mehr , Haruki Nishimura
arXiv: Robotics

10
2020
Risk-Sensitive Sequential Action Control with Multi-Modal Human Trajectory Forecasting for Safe Crowd-Robot Interaction

Adrien Gaidon , Marco Pavone , Mac Schwager , Boris Ivanovic
intelligent robots and systems 11205 -11212

25
2020
SACBP: Belief Space Planning for Continuous-Time Dynamical Systems via Stochastic Sequential Action Control.

Haruki Nishimura , Mac Schwager
international workshop algorithmic foundations robotics 267 -283

8
2018
Active Motion-Based Communication for Robots with Monocular Vision

Haruki Nishimura , Mac Schwager
international conference on robotics and automation 2948 -2955

6
2018
In-Distribution Barrier Functions: Self-Supervised Policy Filters that Avoid Out-of-Distribution States

Fernando Castañeda , Haruki Nishimura , Rowan Thomas McAllister , Koushil Sreenath
Smpte Journal 286 -299

2023
How Generalizable Is My Behavior Cloning Policy? A Statistical Approach to Trustworthy Performance Evaluation

Joseph A Vincent , Haruki Nishimura , Masha Itkina , Paarth Shah
arXiv preprint arXiv:2405.05439

2024
Systems and methods for controlling a robot

Haruki Nishimura , Negar Zahedi Mehr , Adrien David Gaidon , Mac Schwager

2023
Rap: Risk-aware prediction for robust planning

Haruki Nishimura , Jean Mercat , Blake Wulfe , Rowan Thomas McAllister
Conference on Robot Learning 381 -392

10
2023
Full-Distribution Generalization Bounds for Imitation Learning Policies

Joseph A Vincent , Haruki Nishimura , Masha Itkina , Mac Schwager
First Workshop on Out-of-Distribution Generalization in Robotics at CoRL 2023

1
2023
Systems and methods for risk-sensitive sequential action control for robotic devices

Haruki Nishimura , Boris Ivanovic , Adrien David Gaidon , Marco Pavone

2023
Residual Q-learning: offline and online policy customization without value

Chenran Li , Chen Tang , Haruki Nishimura , Jean Mercat
Advances in Neural Information Processing Systems 36 61857 -61869

2
2023