Scott Niekum
Scott Niekum
Assistant Professor, University of Texas at Austin
cs.utexas.edu의 이메일 확인됨 - 홈페이지
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Safe reinforcement learning via shielding
M Alshiekh, R Bloem, R Ehlers, B Könighofer, S Niekum, U Topcu
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
2032018
Learning and Generalization of Complex Tasks from Unstructured Demonstrations
S Niekum, S Osentoski, G Konidaris, AG Barto
IEEE/RSJ International Conference on Intelligent Robots and Systems, 5239-5246, 2012
1872012
Learning grounded finite-state representations from unstructured demonstrations
S Niekum, S Osentoski, G Konidaris, S Chitta, B Marthi, AG Barto
The International Journal of Robotics Research 34 (2), 131-157, 2015
1762015
Incremental Semantically Grounded Learning from Demonstration
S Niekum, S Chitta, B Marthi, S Osentoski, AG Barto
Robotics: Science and Systems 2013, 2013
1182013
Extrapolating Beyond Suboptimal Demonstrations via Inverse Reinforcement Learning from Observations
D Brown, W Goo, P Nagarajan, S Niekum
International Conference on Machine Learning, 2019
682019
Automatic detection and classification of geological features of interest
DR Thompson, S Niekum, T Smith, D Wettergreen
Proceedings of the IEEE Aerospace Conference, 2005
62*2005
A Review of Robot Learning for Manipulation: Challenges, Representations, and Algorithms.
O Kroemer, S Niekum, G Konidaris
J. Mach. Learn. Res. 22, 30:1-30:82, 2021
592021
Active articulation model estimation through interactive perception
K Hausman, S Niekum, S Osentoski, GS Sukhatme
2015 IEEE International Conference on Robotics and Automation (ICRA), 3305-3312, 2015
572015
Genetic programming for reward function search
S Niekum, AG Barto, L Spector
IEEE Transactions on Autonomous Mental Development 2 (2), 83-90, 2010
492010
Machine Teaching for Inverse Reinforcement Learning: Algorithms and Applications
D Brown, S Niekum
AAAI Conference on Artificial Intelligence, 2019
412019
Using Natural Language for Reward Shaping in Reinforcement Learning
P Goyal, S Niekum, R Mooney
International Joint Conference on Artificial Intelligence, 2019
372019
Bootstrapping with models: Confidence intervals for off-policy evaluation
J Hanna, P Stone, S Niekum
Proceedings of the AAAI Conference on Artificial Intelligence 31 (1), 2017
372017
Active reward learning from critiques
Y Cui, S Niekum
2018 IEEE International Conference on Robotics and Automation (ICRA), 6907-6914, 2018
362018
Online bayesian changepoint detection for articulated motion models
S Niekum, S Osentoski, CG Atkeson, AG Barto
2015 IEEE International Conference on Robotics and Automation (ICRA), 1468-1475, 2015
322015
Risk-Aware Active Inverse Reinforcement Learning
D Brown, Y Cui, S Niekum
Conference on Robot Learning, 2018
292018
Importance Sampling Policy Evaluation with an Estimated Behavior Policy
J Hanna, S Niekum, P Stone
International Conference on Machine Learning, 2019
272019
Efficient probabilistic performance bounds for inverse reinforcement learning
D Brown, S Niekum
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
262018
Td_gamma: Re-evaluating complex backups in temporal difference learning
G Konidaris, S Niekum, PS Thomas
Advances in Neural Information Processing Systems 24, 2402-2410, 2011
252011
Data-efficient policy evaluation through behavior policy search
JP Hanna, PS Thomas, P Stone, S Niekum
International Conference on Machine Learning, 1394-1403, 2017
212017
Clustering via Dirichlet Process Mixture Models for Portable Skill Discovery
S Niekum, AG Barto
Advances in Neural Information Processing Systems 24, 1818-1826, 2011
202011
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