Search Results for author: Henny Admoni

Found 6 papers, 1 papers with code

Bootstrapping Linear Models for Fast Online Adaptation in Human-Agent Collaboration

no code implementations16 Apr 2024 Benjamin A Newman, Chris Paxton, Kris Kitani, Henny Admoni

Initializing policies to maximize performance with unknown partners can be achieved by bootstrapping nonlinear models using imitation learning over large, offline datasets.

Imitation Learning regression

VoicePilot: Harnessing LLMs as Speech Interfaces for Physically Assistive Robots

no code implementations5 Apr 2024 Akhil Padmanabha, Jessie Yuan, Janavi Gupta, Zulekha Karachiwalla, Carmel Majidi, Henny Admoni, Zackory Erickson

Physically assistive robots present an opportunity to significantly increase the well-being and independence of individuals with motor impairments or other forms of disability who are unable to complete activities of daily living.

Code Generation

Coordination with Humans via Strategy Matching

no code implementations27 Oct 2022 Michelle Zhao, Reid Simmons, Henny Admoni

Human and robot partners increasingly need to work together to perform tasks as a team.

Reasoning about Counterfactuals to Improve Human Inverse Reinforcement Learning

no code implementations3 Mar 2022 Michael S. Lee, Henny Admoni, Reid Simmons

We propose to incorporate the learner's current understanding of the robot's decision making into our model of human IRL, so that a robot can select demonstrations that maximize the human's understanding.

counterfactual Counterfactual Reasoning +3

Towards Rich, Portable, and Large-Scale Pedestrian Data Collection

no code implementations3 Mar 2022 Allan Wang, Abhijat Biswas, Henny Admoni, Aaron Steinfeld

Recently, pedestrian behavior research has shifted towards machine learning based methods and converged on the topic of modeling pedestrian interactions.

DReyeVR: Democratizing Virtual Reality Driving Simulation for Behavioural & Interaction Research

2 code implementations6 Jan 2022 Gustavo Silvera, Abhijat Biswas, Henny Admoni

We present DReyeVR, an open-source VR based driving simulator platform designed with behavioural and interaction research priorities in mind.

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