Publications

88 / 3,591 publications found.


  •  Zhang, X., Mowlavi, S., Benosman, M., Basar, T., "Policy Optimization for PDE Control with a Warm Start", arXiv, March 2024.
    BibTeX arXiv
    • @article{Zhang2024mar,
    • author = {Zhang, Xiangyuan and Mowlavi, Saviz and Benosman, Mouhacine and Basar, Tamer},
    • title = {Policy Optimization for PDE Control with a Warm Start},
    • journal = {arXiv},
    • year = 2024,
    • month = mar,
    • url = {https://arxiv.org/abs/2403.01005}
    • }
  •  Xie, X., Mowlavi, S., Benosman, M., "Smooth and Sparse Latent Dynamics in Operator Learning with Jerk Regularization", arXiv, February 2024.
    BibTeX arXiv
    • @article{Xie2024feb,
    • author = {Xie, Xiaoyu and Mowlavi, Saviz and Benosman, Mouhacine},
    • title = {Smooth and Sparse Latent Dynamics in Operator Learning with Jerk Regularization},
    • journal = {arXiv},
    • year = 2024,
    • month = feb,
    • url = {https://arxiv.org/abs/2402.15636}
    • }
  •  Mowlavi, S., Benosman, M., "Dual Parametric and State Estimation for Partial Differential Equations", IEEE Conference on Decision and Control, DOI: 10.1109/​CDC49753.2023.10384246, December 2023, pp. 8156-8161.
    BibTeX TR2023-145 PDF
    • @inproceedings{Mowlavi2023dec,
    • author = {Mowlavi, Saviz and Benosman, Mouhacine},
    • title = {Dual Parametric and State Estimation for Partial Differential Equations},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2023,
    • pages = {8156--8161},
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/CDC49753.2023.10384246},
    • issn = {2576-2370},
    • isbn = {979-8-3503-0125-0},
    • url = {https://www.merl.com/publications/TR2023-145}
    • }
  •  Queeney, J., Benosman, M., "Risk-Averse Model Uncertainty for Distributionally Robust Safe Reinforcement Learning", Advances in Neural Information Processing Systems (NeurIPS), A. Oh and T. Neumann and A. Globerson and K. Saenko and M. Hardt and S. Levine, Eds., December 2023, pp. 1659-1680.
    BibTeX TR2023-143 PDF
    • @inproceedings{Queeney2023dec,
    • author = {Queeney, James and Benosman, Mouhacine},
    • title = {Risk-Averse Model Uncertainty for Distributionally Robust Safe Reinforcement Learning},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2023,
    • editor = {A. Oh and T. Neumann and A. Globerson and K. Saenko and M. Hardt and S. Levine},
    • pages = {1659--1680},
    • month = dec,
    • publisher = {Curran Associates, Inc.},
    • url = {https://www.merl.com/publications/TR2023-143}
    • }
  •  Zhang, X., Mao, W., Mowlavi, S., Benosman, M., Basar, T., "Controlgym: Large-Scale Safety-Critical Control Environments for Benchmarking Reinforcement Learning Algorithms", arXiv, November 2023.
    BibTeX arXiv
    • @article{Zhang2023nov,
    • author = {Zhang, Xiangyuan and Mao, Weichao and Mowlavi, Saviz and Benosman, Mouhacine and Basar, Tamer},
    • title = {Controlgym: Large-Scale Safety-Critical Control Environments for Benchmarking Reinforcement Learning Algorithms},
    • journal = {arXiv},
    • year = 2023,
    • month = nov,
    • url = {https://arxiv.org/abs/2311.18736}
    • }
  •  Mowlavi, S., Benosman, M., Nabi, S., "Reinforcement Learning-based Estimation for Partial Differential Equations", SIAM Conference on Applications of Dynamical Systems, May 2023.
    BibTeX TR2023-066 PDF
    • @inproceedings{Mowlavi2023may,
    • author = {Mowlavi, Saviz and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Reinforcement Learning-based Estimation for Partial Differential Equations},
    • booktitle = {SIAM Conference on Applications of Dynamical Systems},
    • year = 2023,
    • month = may,
    • url = {https://www.merl.com/publications/TR2023-066}
    • }
  •  Kantana, C., Benosman, M., Ma, R., Komatsuzaki, Y., "A System Approach for Efficiency Enhancement and Linearization Technique of Dual-Input Doherty Power Amplifier", IEEE Journal of Microwaves, February 2023.
    BibTeX TR2023-008 PDF
    • @article{Kantana2023feb,
    • author = {Kantana, Chouabi and Benosman, Mouhacine and Ma, Rui and Komatsuzaki, Y.},
    • title = {A System Approach for Efficiency Enhancement and Linearization Technique of Dual-Input Doherty Power Amplifier},
    • journal = {IEEE Journal of Microwaves},
    • year = 2023,
    • month = feb,
    • url = {https://www.merl.com/publications/TR2023-008}
    • }
  •  Garg, K., Baranwal, M., Gupta, R., Benosman, M., "Fixed-Time Stable Proximal Dynamical System for Solving MVIPs", IEEE Transactions on Automatic Control, December 2022.
    BibTeX TR2022-171 PDF
    • @article{Garg2022dec,
    • author = {Garg, Kunal and Baranwal, Mayank and Gupta, Rohit and Benosman, Mouhacine},
    • title = {Fixed-Time Stable Proximal Dynamical System for Solving MVIPs},
    • journal = {IEEE Transactions on Automatic Control},
    • year = 2022,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2022-171}
    • }
  •  Romero, O., Benosman, M., Pappas, G., "ODE Discretization Schemes as Optimization Algorithms", IEEE Conference on Decision and Control (CDC), December 2022.
    BibTeX TR2022-159 PDF
    • @inproceedings{Romero2022dec,
    • author = {Romero, Orlando and Benosman, Mouhacine and Pappas, Geroge},
    • title = {ODE Discretization Schemes as Optimization Algorithms},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2022,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2022-159}
    • }
  •  Russel, R.H., Benosman, M., van Baar, J., Corcodel, R., "Lyapunov Robust Constrained-MDPs for Sim2Real Transfer Learning" in Federated and Transfer Learning, August 2022.
    BibTeX TR2022-111 PDF
    • @incollection{Russel2022aug,
    • author = {Russel, Reazul Hasan and Benosman, Mouhacine and van Baar, Jeroen and Corcodel, Radu},
    • title = {Lyapunov Robust Constrained-MDPs for Sim2Real Transfer Learning},
    • booktitle = {Federated and Transfer Learning},
    • year = 2022,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2022-111}
    • }
  •  Cao, W., Benosman, M., Zhang, X., Ma, R., "Domain Knowledge-Infused Deep Learning for Automated Analog/Radio-Frequency Circuit Parameter Optimization", ACM/IEEE Design Automation Conference, July 2022.
    BibTeX TR2022-096 PDF
    • @inproceedings{Cao2022jul,
    • author = {Cao, Weidong and Benosman, Mouhacine and Zhang, Xuan and Ma, Rui},
    • title = {Domain Knowledge-Infused Deep Learning for Automated Analog/Radio-Frequency Circuit Parameter Optimization},
    • booktitle = {ACM/IEEE Design Automation Conference},
    • year = 2022,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2022-096}
    • }
  •  Sun, Y., Benosman, M., Ma, R., "GaN Distributed RF Power Amplifier Automation Design with Deep Reinforcement Learning", International Conference on Artificial Intelligence Circuits and Systems (AICAS), June 2022.
    BibTeX TR2022-074 PDF
    • @inproceedings{Sun2022jun,
    • author = {Sun, Yuxiang and Benosman, Mouhacine and Ma, Rui},
    • title = {GaN Distributed RF Power Amplifier Automation Design with Deep Reinforcement Learning},
    • booktitle = {International Conference on Artificial Intelligence Circuits and Systems (AICAS)},
    • year = 2022,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2022-074}
    • }
  •  Mowlavi, S., Benosman, M., Nabi, S., "Reinforcement Learning State Estimation for High-Dimensional Nonlinear Systems", International Conference on Learning Representations (ICLR) Workshop, April 2022.
    BibTeX TR2022-042 PDF
    • @inproceedings{Mowlavi2022apr,
    • author = {Mowlavi, Saviz and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Reinforcement Learning State Estimation for High-Dimensional Nonlinear Systems},
    • booktitle = {International Conference on Learning Representations (ICLR) Workshop},
    • year = 2022,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2022-042}
    • }
  •  Cao, W., Benosman, M., Zhang, X., Ma, R., "Domain Knowledge-Based Automated Analog Circuit Design with Deep Reinforcement Learning", AAAI Conference on Artificial Intelligence, February 2022.
    BibTeX TR2022-017 PDF
    • @inproceedings{Cao2022feb,
    • author = {Cao, Weidong and Benosman, Mouhacine and Zhang, Xuan and Ma, Rui},
    • title = {Domain Knowledge-Based Automated Analog Circuit Design with Deep Reinforcement Learning},
    • booktitle = {AAAI Conference on Artificial Intelligence},
    • year = 2022,
    • month = feb,
    • url = {https://www.merl.com/publications/TR2022-017}
    • }
  •  Kantana, C., Ma, R., Benosman, M., Komatsuzaki, Y., Yamanaka, K., "A Hybrid Heuristic Search Control Assisted Optimization of Dual-Input Doherty Power Amplifier", European Microwave Conference 2021, February 2022.
    BibTeX TR2022-012 PDF
    • @inproceedings{Kantana2022feb,
    • author = {Kantana, Chouaib and Ma, Rui and Benosman, Mouhacine and Komatsuzaki, Yuji and Yamanaka, Koji},
    • title = {A Hybrid Heuristic Search Control Assisted Optimization of Dual-Input Doherty Power Amplifier},
    • booktitle = {European Microwave Conference 2021},
    • year = 2022,
    • month = feb,
    • url = {https://www.merl.com/publications/TR2022-012}
    • }
  •  Chakrabarty, A., Benosman, M., "Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization", Automatica, DOI: 10.1016/​j.automatica.2021.109860, August 2021.
    BibTeX TR2021-101 PDF
    • @article{Chakrabarty2021aug,
    • author = {Chakrabarty, Ankush and Benosman, Mouhacine},
    • title = {Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization},
    • journal = {Automatica},
    • year = 2021,
    • month = aug,
    • doi = {10.1016/j.automatica.2021.109860},
    • url = {https://www.merl.com/publications/TR2021-101}
    • }
  •  Kalur, A., Nabi, S., Benosman, M., "Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations", American Control Conference (ACC), DOI: 10.23919/​ACC50511.2021.9483319, May 2021, pp. 4497-4502.
    BibTeX TR2021-059 PDF
    • @inproceedings{Kalur2021may,
    • author = {Kalur, Aniketh and Nabi, Saleh and Benosman, Mouhacine},
    • title = {Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations},
    • booktitle = {American Control Conference (ACC)},
    • year = 2021,
    • pages = {4497--4502},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.23919/ACC50511.2021.9483319},
    • issn = {2378-5861},
    • isbn = {978-1-7281-9704-3},
    • url = {https://www.merl.com/publications/TR2021-059}
    • }
  •  Koga, S., Benosman, M., Borggaard, J., "Extremum Seeking-Based Observer Design for Reduced Order Models of Coupled Thermal and Fluid Systems", International Journal of Adaptive Control and Signal Processing, DOI: 10.1002/​acs.3252, April 2021.
    BibTeX TR2021-065 PDF
    • @article{Koga2021apr,
    • author = {Koga, Shumon and Benosman, Mouhacine and Borggaard, Jeff},
    • title = {Extremum Seeking-Based Observer Design for Reduced Order Models of Coupled Thermal and Fluid Systems},
    • journal = {International Journal of Adaptive Control and Signal Processing},
    • year = 2021,
    • month = apr,
    • doi = {10.1002/acs.3252},
    • url = {https://www.merl.com/publications/TR2021-065}
    • }
  •  Ma, R., Komatsuszaki, Y., Benosman, M., Yamanaka, K., Shinjo, S., "A New Frontier for Power Amplifier enabled by Machine Learning", Microwave Journal, No. 4, pp. 22-32, April 2021.
    BibTeX TR2021-030 PDF
    • @article{Ma2021apr,
    • author = {Ma, Rui and Komatsuszaki, Yuji and Benosman, Mouhacine and Yamanaka, Koji and Shinjo, Shintaro},
    • title = {A New Frontier for Power Amplifier enabled by Machine Learning},
    • journal = {Microwave Journal},
    • year = 2021,
    • number = 4,
    • pages = {22--32},
    • month = apr,
    • issn = {0192-6225},
    • url = {https://www.merl.com/publications/TR2021-030}
    • }
  •  Poveda, J., Benosman, M., Teel, A.R., Sanfelice, R.G., "Robust Coordinated Hybrid Source Seeking with Obstacle Avoidance in Multi-Vehicle Autonomous Systems", IEEE Transactions on Automatic Control, DOI: 10.1109/​TAC.2021.3056365, March 2021.
    BibTeX TR2021-022 PDF
    • @article{Poveda2021mar,
    • author = {Poveda, Jorge and Benosman, Mouhacine and Teel, Andrew R. and Sanfelice, Ricardo G.},
    • title = {Robust Coordinated Hybrid Source Seeking with Obstacle Avoidance in Multi-Vehicle Autonomous Systems},
    • journal = {IEEE Transactions on Automatic Control},
    • year = 2021,
    • month = mar,
    • doi = {10.1109/TAC.2021.3056365},
    • url = {https://www.merl.com/publications/TR2021-022}
    • }
  •  Russel, R.H., Benosman, M., van Baar, J., "Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty", Advances in Neural Information Processing Systems (NeurIPS)-workshop, January 2021.
    BibTeX TR2021-009 PDF
    • @inproceedings{Russel2021jan,
    • author = {Russel, Reazul Hasan and Benosman, Mouhacine and van Baar, Jeroen},
    • title = {Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)-workshop},
    • year = 2021,
    • month = jan,
    • url = {https://www.merl.com/publications/TR2021-009}
    • }
  •  Poveda, J., Benosman, M., Vamvoudakis, K., "Data-Enabled Extremum Seeking: A Cooperative Concurrent Learning-Based Approach", International Journal of Adaptive Control and Signal Processing, December 2020.
    BibTeX TR2020-180 PDF
    • @article{Poveda2020dec,
    • author = {Poveda, Jorge and Benosman, Mouhacine and Vamvoudakis, Kyriakos},
    • title = {Data-Enabled Extremum Seeking: A Cooperative Concurrent Learning-Based Approach},
    • journal = {International Journal of Adaptive Control and Signal Processing},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-180}
    • }
  •  Benosman, M., Borggaard, J., "Data-Driven Robust State Estimation for Reduced-Order Models of 2D Boussinesq Equations with Parametric Uncertainties", Journal of Computers and Fluids, December 2020.
    BibTeX TR2020-177 PDF
    • @article{Benosman2020dec,
    • author = {Benosman, Mouhacine and Borggaard, Jeff},
    • title = {Data-Driven Robust State Estimation for Reduced-Order Models of 2D Boussinesq Equations with Parametric Uncertainties},
    • journal = {Journal of Computers and Fluids},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-177}
    • }
  •  Kalur, A., Benosman, M., Nabi, S., "Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control", American Physical Society, Division of Fluid Dynamics, December 2020.
    BibTeX
    • @inproceedings{Kalur2020dec,
    • author = {Kalur, Aniketh and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control},
    • booktitle = {American Physical Society, Division of Fluid Dynamics},
    • year = 2020,
    • month = dec
    • }
  •  Benosman, M., Cherian, A., Romero, O., "Optimizing Deep Neural Networks via Discretization of Finite-Time Convergent Flows", arXiv, October 2020.
    BibTeX arXiv
    • @article{Benosman2020oct,
    • author = {Benosman, Mouhacine and Cherian, Anoop and Romero, Orlando},
    • title = {Optimizing Deep Neural Networks via Discretization of Finite-Time Convergent Flows},
    • journal = {arXiv},
    • year = 2020,
    • month = oct,
    • url = {https://arxiv.org/abs/2010.02990v2}
    • }