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Rati Devidze
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Policy teaching via environment poisoning: Training-time adversarial attacks against reinforcement learning
A Rakhsha, G Radanovic, R Devidze, X Zhu, A Singla
International Conference on Machine Learning, 7974-7984, 2020
1252020
Interactive teaching algorithms for inverse reinforcement learning
P Kamalaruban, R Devidze, V Cevher, A Singla
arXiv preprint arXiv:1905.11867, 2019
722019
Learner-aware teaching: Inverse reinforcement learning with preferences and constraints
S Tschiatschek, A Ghosh, L Haug, R Devidze, A Singla
Advances in neural information processing systems 32, 2019
472019
Learning to collaborate in markov decision processes
G Radanovic, R Devidze, D Parkes, A Singla
International Conference on Machine Learning, 5261-5270, 2019
372019
Explicable reward design for reinforcement learning agents
R Devidze, G Radanovic, P Kamalaruban, A Singla
Advances in Neural Information Processing Systems 34, 20118-20131, 2021
362021
Policy teaching in reinforcement learning via environment poisoning attacks
A Rakhsha, G Radanovic, R Devidze, X Zhu, A Singla
Journal of Machine Learning Research 22 (210), 1-45, 2021
262021
Understanding the power and limitations of teaching with imperfect knowledge
R Devidze, F Mansouri, L Haug, Y Chen, A Singla
arXiv preprint arXiv:2003.09712, 2020
152020
Exploration-guided reward shaping for reinforcement learning under sparse rewards
R Devidze, P Kamalaruban, A Singla
Advances in Neural Information Processing Systems 35, 5829-5842, 2022
102022
Curriculum Design for Teaching via Demonstrations: Theory and Applications
G Yengera, R Devidze, P Kamalaruban, A Singla
Advances in Neural Information Processing Systems 34, 10496-10509, 2021
92021
Environment Shaping in Reinforcement Learning using State Abstraction
P Kamalaruban, R Devidze, V Cevher, A Singla
arXiv preprint arXiv:2006.13160, 2020
52020
Learning to Play Text-Based Adventure Games with Maximum Entropy Reinforcement Learning
W Li, R Devidze, S Fellenz
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023
12023
Potential-based reward shaping for learning to play text-based adventure games
W Li, R Devidze, S Fellenz
arXiv preprint arXiv:2302.10720, 2023
12023
Informativeness of Reward Functions in Reinforcement Learning
R Devidze, P Kamalaruban, A Singla
arXiv preprint arXiv:2402.07019, 2024
2024
Curriculum Design for Teaching via Demonstrations
G Yengera, R Devidze, P Kamalaruban, A Singla
35th Conference on Neural Information Processing Systems, 10496-10509, 2021
2021
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