Publications

9 / 3,611 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}
    • }
  •  Schperberg, A., Tanaka, Y., Mowlavi, S., Xu, F., Balaji, B., Hong, D., "OptiState: State Estimation of Legged Robots using Gated Networks with Transformer-based Vision and Kalman Filtering", arXiv, January 2024.
    BibTeX arXiv
    • @article{Schperberg2024jan,
    • author = {Schperberg, Alexander and Tanaka, Yusuke and Mowlavi, Saviz and Xu, Feng and Balaji, Bharathan and Hong, Dennis},
    • title = {OptiState: State Estimation of Legged Robots using Gated Networks with Transformer-based Vision and Kalman Filtering},
    • journal = {arXiv},
    • year = 2024,
    • month = jan,
    • url = {https://arxiv.org/abs/2401.16719}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Mowlavi, S., Nabi, S., "Optimal Control of PDEs Using Physics-Informed Neural Networks", Advances in Neural Information Processing Systems (NeurIPS) workshop, December 2022.
    BibTeX TR2022-163 PDF
    • @inproceedings{Mowlavi2022dec,
    • author = {Mowlavi, Saviz and Nabi, Saleh},
    • title = {Optimal Control of PDEs Using Physics-Informed Neural Networks},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS) workshop},
    • year = 2022,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2022-163}
    • }
  •  Mowlavi, S., Nabi, S., "Optimal control of PDEs using physics-informed neural networks", Journal of Computational Physics, DOI: j.jcp.2022.111731, Vol. 473, pp. 111731, October 2022.
    BibTeX TR2022-143 PDF
    • @article{Mowlavi2022oct,
    • author = {Mowlavi, Saviz and Nabi, Saleh},
    • title = {Optimal control of PDEs using physics-informed neural networks},
    • journal = {Journal of Computational Physics},
    • year = 2022,
    • volume = 473,
    • pages = 111731,
    • month = oct,
    • doi = {j.jcp.2022.111731},
    • url = {https://www.merl.com/publications/TR2022-143}
    • }
  •  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}
    • }