| A case study of deep reinforcement learning for engineering design: Application to microfluidic devices for flow sculpting XY Lee, A Balu, D Stoecklein, B Ganapathysubramanian, S Sarkar Journal of Mechanical Design 141 (11), 111401, 2019 | 122* | 2019 |
| Rapid and label-free detection of interferon gamma via an electrochemical aptasensor comprising a ternary surface monolayer on a gold interdigitated electrode array S Ding, C Mosher, XY Lee, SR Das, AA Cargill, X Tang, B Chen, ... Acs Sensors 2 (2), 210-217, 2017 | 115 | 2017 |
| Robustifying reinforcement learning agents via action space adversarial training KL Tan, Y Esfandiari, XY Lee, S Sarkar 2020 American control conference (ACC), 3959-3964, 2020 | 92* | 2020 |
| Spatiotemporally constrained action space attacks on deep reinforcement learning agents XY Lee, S Ghadai, KL Tan, C Hegde, S Sarkar Proceedings of the AAAI conference on artificial intelligence 34 (04), 4577-4584, 2020 | 91 | 2020 |
| Automated detection of part quality during two-photon lithography via deep learning XY Lee, SK Saha, S Sarkar, B Giera Additive Manufacturing 36, 101444, 2020 | 71 | 2020 |
| Fast inverse design of microstructures via generative invariance networks XY Lee, JR Waite, CH Yang, BSS Pokuri, A Joshi, A Balu, C Hegde, ... Nature Computational Science 1 (3), 229-238, 2021 | 59 | 2021 |
| Query-based targeted action-space adversarial policies on deep reinforcement learning agents XY Lee, Y Esfandiari, KL Tan, S Sarkar Proceedings of the ACM/IEEE 12th international conference on cyber-physical …, 2021 | 46 | 2021 |
| A graph policy network approach for volt-var control in power distribution systems XY Lee, S Sarkar, Y Wang Applied Energy 323, 119530, 2022 | 45 | 2022 |
| Powergym: A reinforcement learning environment for volt-var control in power distribution systems TH Fan, XY Lee, Y Wang Learning for Dynamics and Control Conference, 21-33, 2022 | 39 | 2022 |
| Multi-level 3D CNN for learning multi-scale spatial features S Ghadai, X Yeow Lee, A Balu, S Sarkar, A Krishnamurthy Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2019 | 28 | 2019 |
| An ensemble of convolution-based methods for fault detection using vibration signals XY Lee, A Kumar, L Vidyaratne, AR Rao, A Farahat, C Gupta 2023 IEEE International Conference on Prognostics and Health Management …, 2023 | 25 | 2023 |
| Generating troubleshooting trees for industrial equipment using large language models (llm) L Vidyaratne, XY Lee, A Kumar, T Watanabe, A Farahat, C Gupta 2024 IEEE International Conference on Prognostics and Health Management …, 2024 | 19 | 2024 |
| XDNet: A few-shot meta-learning approach for cross-domain visual inspection XY Lee, L Vidyaratne, M Alam, A Farahat, D Ghosh, TG Diaz, C Gupta Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2023 | 14 | 2023 |
| Multi-fidelity machine learning models for structure–property mapping of organic electronics CH Yang, BSS Pokuri, XY Lee, S Balakrishnan, C Hegde, S Sarkar, ... Computational Materials Science 213, 111599, 2022 | 14 | 2022 |
| Mdpgt: momentum-based decentralized policy gradient tracking Z Jiang, XY Lee, SY Tan, KL Tan, A Balu, YM Lee, C Hegde, S Sarkar Proceedings of the AAAI conference on artificial intelligence 36 (9), 9377-9385, 2022 | 13 | 2022 |
| Two Photon lithography additive manufacturing: Video dataset of parameter sweep of light dosages, photo-curable resins, and structures XY Lee, SK Saha, S Sarkar, B Giera Data in brief 32, 106119, 2020 | 13* | 2020 |
| Stochastic conservative contextual linear bandits J Lin, XY Lee, T Jubery, S Moothedath, S Sarkar, ... 2022 IEEE 61st Conference on Decision and Control (CDC), 7321-7326, 2022 | 9 | 2022 |
| Distributed online non-convex optimization with composite regret Z Jiang, A Balu, XY Lee, YM Lee, C Hegde, S Sarkar 2022 58th Annual Allerton Conference on Communication, Control, and …, 2022 | 8 | 2022 |
| Deep reinforcement learning for robotic control with multi-fidelity models DF Leguizamo, HJ Yang, XY Lee, S Sarkar IFAC-PapersOnLine 55 (37), 193-198, 2022 | 8 | 2022 |
| Learning to cope with adversarial attacks XY Lee, A Havens, G Chowdhary, S Sarkar arXiv preprint arXiv:1906.12061, 2019 | 8 | 2019 |
Soumik SarkarDirector, Translational AI Center, Professor, Iowa State UniversityVerified email at iastate.edu
