| Applications of deep learning in intelligent transportation systems AK Haghighat, V Ravichandra-Mouli, P Chakraborty, Y Esfandiari, S Arabi, ... Journal of Big Data Analytics in Transportation 2, 115-145, 2020 | 93 | 2020 |
| 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 | 53 | 2020 |
| Cross-gradient aggregation for decentralized learning from non-iid data Y Esfandiari, SY Tan, Z Jiang, A Balu, E Herron, C Hegde, S Sarkar International conference on machine learning, 3036-3046, 2021 | 42 | 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 | 27 | 2021 |
| A fast saddle-point dynamical system approach to robust deep learning Y Esfandiari, A Balu, K Ebrahimi, U Vaidya, N Elia, S Sarkar Neural Networks 139, 33-44, 2021 | 12 | 2021 |
| Distributed deep learning for persistent monitoring of agricultural fields Y Esfandiari, K Nagasubramanian, F Fotouhi, PS Schnable, ... NeurIPS 2021 AI for Science Workshop, 2021 | 6 | 2021 |
| Dominating Set Model Aggregation for communication-efficient decentralized deep learning F Fotouhi, A Balu, Z Jiang, Y Esfandiari, S Jahani, S Sarkar Neural Networks 171, 25-39, 2024 | 2 | 2024 |
| A saddle-point dynamical system approach for robust deep learning Y Esfandiari, K Ebrahimi, A Balu, U Vaidya, N Elia, S Sarkar | 2 | 2019 |
| Deep Embedded Clustering in Few-shot Representations (DECiFR) Y Esfandiari, RV Romero, A Rahimi R0-FoMo: Robustness of Few-shot and Zero-shot Learning in Large Foundation …, 2023 | | 2023 |
| Robust and scalable deep learning for cyber-physical systems Y Esfandiari Iowa State University, 2021 | | 2021 |
| Query-based Targeted Action-Space Adversarial Policies on Deep Reinforcement Learning Agents X Yeow Lee, Y Esfandiari, KL Tan, S Sarkar arXiv e-prints, arXiv: 2011.07114, 2020 | | 2020 |
| Communication-efficient Decentralized Deep Learning F Fotouhi, A Balu, Z Jiang, Y Esfandiari, S Jahani, S Sarkar | | |
| Local Gradient Aggregation for Decentralized Learning from Non-IID data Y Esfandiari, SY Tan, Z Jiang, A Balu, C Hegde, S Sarkar | | |
