| Applications of reinforcement learning in energy systems ATD Perera, P Kamalaruban Renewable and Sustainable Energy Reviews 137, 110618, 2021 | 355 | 2021 |
| Consistent robust regression K Bhatia, P Jain, P Kamalaruban, P Kar Advances in Neural Information Processing Systems 30, 2017 | 119 | 2017 |
| Optimization for reinforcement learning: From a single agent to cooperative agents D Lee, N He, P Kamalaruban, V Cevher IEEE Signal Processing Magazine 37 (3), 123-135, 2020 | 110 | 2020 |
| Interactive teaching algorithms for inverse reinforcement learning P Kamalaruban, R Devidze, V Cevher, A Singla arXiv preprint arXiv:1905.11867, 2019 | 74 | 2019 |
| Robust reinforcement learning via adversarial training with langevin dynamics P Kamalaruban, YT Huang, YP Hsieh, P Rolland, C Shi, V Cevher arXiv preprint arXiv:2002.06063, 2020 | 71 | 2020 |
| 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 | 57 | 2021 |
| Exploration-Guided Reward Shaping for Reinforcement Learning under Sparse Rewards R Devidze, P Kamalaruban, A Singla Advances in Neural Information Processing Systems, 2022 | 44 | 2022 |
| Robust inverse reinforcement learning under transition dynamics mismatch L Viano, YT Huang, P Kamalaruban, A Weller, V Cevher Advances in Neural Information Processing Systems 34, 25917-25931, 2021 | 29 | 2021 |
| Iterative classroom teaching T Yeo, P Kamalaruban, A Singla, A Merchant, T Asselborn, L Faucon, ... Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 5684-5692, 2019 | 21 | 2019 |
| Automatic number plate recognition in low quality videos T Ajanthan, P Kamalaruban, R Rodrigo 2013 IEEE 8th International Conference on Industrial and Information Systems …, 2013 | 19 | 2013 |
| Learning personalized decision support policies U Bhatt, V Chen, KM Collins, P Kamalaruban, E Kallina, A Weller, ... arXiv preprint arXiv:2304.06701, 2023 | 15 | 2023 |
| Not all attributes are created equal: dx-private mechanisms for linear queries P Kamalaruban, V Perrier, HJ Asghar, MA Kaafar Proceedings on Privacy Enhancing Technologies, 2020 | 12 | 2020 |
| Robust learning from observation with model misspecification L Viano, YT Huang, P Kamalaruban, C Innes, S Ramamoorthy, A Weller arXiv preprint arXiv:2202.06003, 2022 | 11 | 2022 |
| 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 | 11 | 2021 |
| Vector quantization, density estimation and outlier detection on cricket dataset K Parameswaran 2013 International Conference on Computer Communication and Informatics, 1-5, 2013 | 8 | 2013 |
| Proximal Curriculum for Reinforcement Learning Agents G Tzannetos, BG Ribeiro, P Kamalaruban, A Singla arXiv preprint arXiv:2304.12877, 2023 | 7 | 2023 |
| Exp-concavity of proper composite losses P Kamalaruban, R Williamson, X Zhang Conference on Learning Theory, 1035-1065, 2015 | 7 | 2015 |
| Environment Shaping in Reinforcement Learning using State Abstraction P Kamalaruban, R Devidze, V Cevher, A Singla arXiv preprint arXiv:2006.13160, 2020 | 6 | 2020 |
| Reward Model Learning vs. Direct Policy Optimization: A Comparative Analysis of Learning from Human Preferences A Nika, D Mandal, P Kamalaruban, G Tzannetos, G Radanović, A Singla arXiv preprint arXiv:2403.01857, 2024 | 5 | 2024 |
| Improved optimistic mirror descent for sparsity and curvature P Kamalaruban arXiv preprint arXiv:1609.02383, 2016 | 5 | 2016 |
Adish SinglaTenured Faculty, Max Planck Institute for Software Systems (MPI-SWS), GermanyVerified email at mpi-sws.org
