Publications

11 / 2,906 publications found.


  •  Romeres, D., Dalla Libera, A., Jha, D., Yerazunis, W.S., Nikovski, D.N., "Model-Based Reinforcement Learning for Physical Systems Without Velocity and Acceleration Measurements", arXiv, DOI: 10.1109/LRA.2020.2977255, February 2020.
    BibTeX arXiv
    • @article{Romeres2020feb,
    • author = {Romeres, Diego and Dalla Libera, Alberto and Jha, Devesh and Yerazunis, William S. and Nikovski, Daniel N.},
    • title = {Model-Based Reinforcement Learning for Physical Systems Without Velocity and Acceleration Measurements},
    • journal = {arXiv},
    • year = 2020,
    • month = feb,
    • doi = {10.1109/LRA.2020.2977255},
    • issn = {2377-3766},
    • url = {http://arxiv.org/pdf/2002.10621.pdf}
    • }
  •  Jha, D., Kolaric, P., Romeres, D., Raghunathan, A., Benosman, M., Nikovski, D.N., "Robust Optimization for Trajectory-Centric Model-based Reinforcement Learning", NeurIPS Workshop on Safety and Robustness in Decision Making, December 2019.
    BibTeX TR2019-156 PDF
    • @inproceedings{Jha2019dec2,
    • author = {Jha, Devesh and Kolaric, Patrik and Romeres, Diego and Raghunathan, Arvind and Benosman, Mouhacine and Nikovski, Daniel N.},
    • title = {Robust Optimization for Trajectory-Centric Model-based Reinforcement Learning},
    • booktitle = {NeurIPS Workshop on Safety and Robustness in Decision Making},
    • year = 2019,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2019-156}
    • }
  •  Jha, D., Raghunathan, A., Romeres, D., "QNTRPO: Including Curvature in TRPO", Optimization Foundations for Reinforcement Learning Workshop at NeurIPS, December 2019.
    BibTeX TR2019-154 PDF Software
    • @inproceedings{Jha2019dec,
    • author = {Jha, Devesh and Raghunathan, Arvind and Romeres, Diego},
    • title = {QNTRPO: Including Curvature in TRPO},
    • booktitle = {Optimization Foundations for Reinforcement Learning Workshop at NeurIPS},
    • year = 2019,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2019-154}
    • }
  •  Jha, D., Raghunathan, A., Romeres, D., "Quasi-Newton Trust Region Policy Optimization", Conference on Robot Learning (CoRL), October 2019.
    BibTeX TR2019-120 PDF Software
    • @inproceedings{Jha2019oct,
    • author = {Jha, Devesh and Raghunathan, Arvind and Romeres, Diego},
    • title = {Quasi-Newton Trust Region Policy Optimization},
    • booktitle = {Conference on Robot Learning (CoRL)},
    • year = 2019,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2019-120}
    • }
  •  Romeres, D., Jha, D., Dau, H., Yerazunis, W.S., Nikovski, D.N., "Anomaly Detection for Insertion Tasks in Robotic Assembly Using Gaussian Process Models", European Control Conference (ECC), DOI: 10.23919/ECC.2019.8795698, June 2019, pp. 1017-1022.
    BibTeX TR2019-055 PDF
    • @inproceedings{Romeres2019jun,
    • author = {Romeres, Diego and Jha, Devesh and Dau, Hoang and Yerazunis, William S. and Nikovski, Daniel N.},
    • title = {Anomaly Detection for Insertion Tasks in Robotic Assembly Using Gaussian Process Models},
    • booktitle = {European Control Conference (ECC)},
    • year = 2019,
    • pages = {1017--1022},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.23919/ECC.2019.8795698},
    • isbn = {978-3-907144-00-8},
    • url = {https://www.merl.com/publications/TR2019-055}
    • }
  •  Romeres, D., Jha, D., Dalla Libera, A., Yerazunis, W.S., Nikovski, D.N., "Semiparametrical Gaussian Processes Learning of Forward Dynamical Models for Navigating in a Circular Maze", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/ICRA.2019.8794229, May 2019, pp. 3195-3202.
    BibTeX TR2019-028 PDF
    • @inproceedings{Romeres2019may,
    • author = {Romeres, Diego and Jha, Devesh and Dalla Libera, Alberto and Yerazunis, William S. and Nikovski, Daniel N.},
    • title = {Semiparametrical Gaussian Processes Learning of Forward Dynamical Models for Navigating in a Circular Maze},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2019,
    • pages = {3195--3202},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICRA.2019.8794229},
    • issn = {2577-087X},
    • isbn = {978-1-5386-6027-0},
    • url = {https://www.merl.com/publications/TR2019-028}
    • }
  •  van Baar, J., Sullivan, A., Corcodel, R., Jha, D., Romeres, D., Nikovski, D.N., "Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/ICRA.2019.8793561, May 2019, pp. 6001-6007.
    BibTeX TR2018-202 PDF
    • @inproceedings{vanBaar2019may,
    • author = {van Baar, Jeroen and Sullivan, Alan and Corcodel, Radu and Jha, Devesh and Romeres, Diego and Nikovski, Daniel N.},
    • title = {Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2019,
    • pages = {6001--6007},
    • month = may,
    • doi = {10.1109/ICRA.2019.8793561},
    • url = {https://www.merl.com/publications/TR2018-202}
    • }
  •  Romeres, D., Zorzi, M., Camoriano, R., Traversaro, S., Chiuso, A., "Derivative-free online learning of inverse dynamics models", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2019.2891222, March 2019.
    BibTeX TR2018-201 PDF
    • @article{Romeres2019mar,
    • author = {Romeres, Diego and Zorzi, Mattia and Camoriano, Raffaello and Traversaro, Silvio and Chiuso, Alessandro},
    • title = {Derivative-free online learning of inverse dynamics models},
    • journal = {IEEE Transactions on Control Systems Technology},
    • year = 2019,
    • month = mar,
    • doi = {10.1109/TCST.2019.2891222},
    • url = {https://www.merl.com/publications/TR2018-201}
    • }
  •  Romeres, D.., Jha, D., Dalla Libera, A., Chiuso, A., Nikovski, D.N., "Derivative-Free Semiparametric Bayesian Models for Robot Learning", Advances in Neural Information Processing Systems (NIPS), December 2018.
    BibTeX TR2018-165 PDF
    • @inproceedings{Romeres2018dec,
    • author = {Romeres, Diego and Jha, Devesh and Dalla Libera, Alberto and Chiuso, Alessandro and Nikovski, Daniel N.},
    • title = {Derivative-Free Semiparametric Bayesian Models for Robot Learning},
    • booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    • year = 2018,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2018-165}
    • }
  •  Jha, D.K., Romeres, D., van Baar, J., Sullivan, A., Nikovski, D.N., "Learning Tasks in a Complex Circular Maze Environment", NIPS Workshop on Modeling the Physical World: Perception, Learning, and Control, December 2018.
    BibTeX TR2018-169 PDF
    • @inproceedings{vanBaar2018dec,
    • author = {Jha, Devesh K. and Romeres, Diego and van Baar, Jeroen and Sullivan, Alan and Nikovski, Daniel N.},
    • title = {Learning Tasks in a Complex Circular Maze Environment},
    • booktitle = {NIPS Workshop on Modeling the Physical World: Perception, Learning, and Control},
    • year = 2018,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2018-169}
    • }
  •  van Baar, J., Corcodel, R., Sullivan, A., Jha, D., Romeres, D., Nikovski, D.N., "Simulation to Real Transfer Learning with Robustified Policies for Robot Tasks", arXiv, September 2018.
    BibTeX arXiv
    • @article{vanBaar2018sep,
    • author = {van Baar, Jeroen and Corcodel, Radu and Sullivan, Alan and Jha, Devesh and Romeres, Diego and Nikovski, Daniel N.},
    • title = {Simulation to Real Transfer Learning with Robustified Policies for Robot Tasks},
    • journal = {arXiv},
    • year = 2018,
    • month = sep,
    • url = {http://arxiv.org/abs/1809.04720}
    • }