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Beomjoon Kim
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Integrated task and motion planning
CR Garrett, R Chitnis, R Holladay, B Kim, T Silver, LP Kaelbling, ...
Annual review of control, robotics, and autonomous systems 4, 265-293, 2021
2682021
Socially adaptive path planning in human environments using inverse reinforcement learning
B Kim, J Pineau
International Journal of Social Robotics 8, 51-66, 2016
2362016
Learning from limited demonstrations
B Kim, A Farahmand, J Pineau, D Precup
Advances in Neural Information Processing Systems 26, 2013
1282013
Learning to guide task and motion planning using score-space representation
B Kim, Z Wang, LP Kaebling, T Lozano-Perez
The International Journal of Robotics Research 28 (7), 2019
842019
Maximum Mean Discrepancy Imitation Learning
B Kim, J Pineau
Robotics: Science and Systems, 2013
532013
Monte carlo tree search in continuous spaces using voronoi optimistic optimization with regret bounds
B Kim, K Lee, S Lim, L Kaelbling, T Lozano-Pérez
Proceedings of the AAAI Conference on Artificial Intelligence 34 (06), 9916-9924, 2020
362020
Regret bounds for meta bayesian optimization with an unknown gaussian process prior
Z Wang, B Kim, LP Kaelbling
Advances in Neural Information Processing Systems 31, 2018
362018
Guiding Search in Continuous State-action Spaces by Learning an Action Sampler from Off-target Search Experience
B Kim, LP Kaelbling, T Lozano-Pérez
AAAI Conference on Artificial Intelligence, 2018
342018
Learning value functions with relational state representations for guiding task-and-motion planning
B Kim, L Shimanuki
Conference on Robot Learning, 955-968, 2020
312020
A long horizon planning framework for manipulating rigid pointcloud objects
A Simeonov, Y Du, B Kim, F Hogan, J Tenenbaum, P Agrawal, ...
Conference on Robot Learning, 1582-1601, 2021
272021
CAMPS: Learning context-specific abstractions for efficient planning in factored MDPs
R Chitnis, T Silver, B Kim, L Kaelbling, T Lozano-Perez
Conference on Robot Learning, 64-79, 2021
262021
Adversarial actor-critic method for task and motion planning problems using planning experience
B Kim, LP Kaelbling, T Lozano-Pérez
Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 8017-8024, 2019
202019
Representation, learning, and planning algorithms for geometric task and motion planning
B Kim, L Shimanuki, LP Kaelbling, T Lozano-Pérez
The International Journal of Robotics Research 41 (2), 210-231, 2022
142022
Human-like navigation: Socially adaptive path planning in dynamic environments
B Kim, J Pineau
RSS 2013 workshop on inverse optimal control and robotic learning from …, 2013
122013
Generalizing over uncertain dynamics for online trajectory generation
B Kim, A Kim, H Dai, L Kaelbling, T Lozano-Perez
Robotics Research: Volume 2, 39-55, 2018
62018
Guiding the search in continuous state-action spaces by learning an action sampling distribution from off-target samples
B Kim, LP Kaelbling, T Lozano-Perez
arXiv preprint arXiv:1711.01391, 2017
22017
Local object crop collision network for efficient simulation of non-convex objects in GPU-based simulators
D Son, B Kim
arXiv preprint arXiv:2304.09439, 2023
12023
Ohm^2: Optimal hierarchical planner for object search in large environments via mobile manipulation
Y Cho, D Shin, B Kim
IEEE RSJ International Conference on Intelligent Robots and Systems (IROS), 2022
12022
Learning to plan with pointcloud affordances for general-purpose dexterous manipulation
A Simeonov, Y Du, B Kim, FR Hogan, P Agrawal, A Rodriguez
Conference on Robot Learning, 2020
12020
Approximate Policy Iteration with Demonstration Data
B Kim, A Farahmand, J Pineau, D Precup
RLDM 2013, 168, 2013
12013
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Articles 1–20