Efficient preference-based reinforcement learning using learned dynamics models

Yi Liu , Gaurav Datta , Ellen Novoseller , Daniel S Brown
arXiv preprint arXiv:2301.04741

2023
Benchmarks and algorithms for offline preference-based reward learning

Daniel Shin , Anca D Dragan , Daniel S Brown
arXiv preprint arXiv:2301.01392

1
2023
Learning Switching Criteria for Sim2Real Transfer of Robotic Fabric Manipulation Policies

Satvik Sharma , Ellen Novoseller , Vainavi Viswanath , Zaynah Javed
Smpte Journal 1116 -1123

1
2022
SIRL: Similarity-based Implicit Representation Learning

Andreea Bobu , Yi Liu , Rohin Shah , Daniel S Brown
Smpte Journal 565 -574

2023
Policy gradient bayesian robust optimization for imitation learning

Zaynah Javed , Daniel S Brown , Satvik Sharma , Jerry Zhu
Smpte Journal 4785 -4796

12
2021
ThriftyDAgger: Budget-aware novelty and risk gating for interactive imitation learning

Ryan Hoque , Ashwin Balakrishna , Ellen Novoseller , Albert Wilcox
arXiv preprint arXiv:2109.08273

24
2021
Value Alignment Verification.

Daniel S Brown , Jordan Schneider , Anca Dragan , Scott Niekum
arXiv: Learning

13
2020
Causal confusion and reward misidentification in preference-based reward learning

Jeremy Tien , Jerry Zhi-Yang He , Zackory Erickson , Anca D Dragan
arXiv preprint arXiv:2204.06601

26
2022
Learning representations that enable generalization in assistive tasks

Jerry Zhi-Yang He , Zackory Erickson , Daniel S Brown , Aditi Raghunathan
Conference on Robot Learning 2105 -2114

17
2023
Optimal cost design for model predictive control

Avik Jain , Lawrence Chan , Daniel S Brown , Anca D Dragan
Learning for Dynamics and Control 1205 -1217

17
2021
The effect of modeling human rationality level on learning rewards from multiple feedback types

Gaurav R Ghosal , Matthew Zurek , Daniel S Brown , Anca D Dragan
Proceedings of the AAAI Conference on Artificial Intelligence 37 ( 5) 5983 -5992

12
2023
Teaching robots to span the space of functional expressive motion

Arjun Sripathy , Andreea Bobu , Zhongyu Li , Koushil Sreenath
2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 13406 -13413

10
2022
Dynamically switching human prediction models for efficient planning

Arjun Sripathy , Andreea Bobu , Daniel S Brown , Anca D Dragan
2021 IEEE International Conference on Robotics and Automation (ICRA) 3495 -3501

7
2021
Contextual Reliability: When Different Features Matter in Different Contexts

Gaurav Rohit Ghosal , Amrith Setlur , Daniel S Brown , Anca Dragan
International Conference on Machine Learning 11300 -11320

1
2023
Quantifying Assistive Robustness Via the Natural-Adversarial Frontier

Jerry Zhi-Yang He , Zackory Erickson , Daniel S Brown , Anca D Dragan
arXiv e-prints arXiv: 2310.10610 -arXiv: 2310.10610

2023
Exploratory grasping: Asymptotically optimal algorithms for grasping challenging polyhedral objects

Michael Danielczuk , Ashwin Balakrishna , Daniel S Brown , Shivin Devgon
arXiv preprint arXiv:2011.05632

15
2020
Legs: Learning efficient grasp sets for exploratory grasping

Letian Fu , Michael Danielczuk , Ashwin Balakrishna , Daniel S Brown
2022 International Conference on Robotics and Automation (ICRA) 8259 -8265

8
2022
Kit-Net: Self-supervised learning to kit novel 3D objects into novel 3D cavities

Shivin Devgon , Jeffrey Ichnowski , Michael Danielczuk , Daniel S Brown
2021 IEEE 17th International Conference on Automation Science and Engineering (CASE) 1124 -1131

8
2021
Swarm Mechanics and Swarm Chemistry: A Transdisciplinary Approach for Robot Swarms

Ricardo Vega , Kevin Zhu , Connor Mattson , Daniel S Brown
arXiv preprint arXiv:2309.11408

2023
LAAIR: A layered architecture for autonomous interactive robots

Yuqian Jiang , Nick Walker , Minkyu Kim , Nicolas Brissonneau
arXiv preprint arXiv:1811.03563

24
2018