- Amadio, F., Dalla Libera, A., Carli, R., Romeres, D., "Model-Based Reinforcement Learning Using Monte Carlo Gradient Estimation", Automatica.it, September 2021.
BibTeX TR2021-108 PDF- @inproceedings{Amadio2021sep,
- author = {Amadio, Fabio and Dalla Libera, Alberto and Carli, Ruggero and Romeres, Diego},
- title = {Model-Based Reinforcement Learning Using Monte Carlo Gradient Estimation},
- booktitle = {Automatica.it},
- year = 2021,
- month = sep,
- url = {https://www.merl.com/publications/TR2021-108}
- }
- Jain, S., Corcodel, R., van Baar, J., "Visual 3D Perception for Interactive Robotic Tactile Data Acquisition", IEEE International Conference on Automation Science and Engineering (CASE 2021), August 2021.
BibTeX TR2021-092 PDF- @inproceedings{Jain2021aug,
- author = {Jain, Siddarth and Corcodel, Radu and van Baar, Jeroen},
- title = {Visual 3D Perception for Interactive Robotic Tactile Data Acquisition},
- booktitle = {2021 IEEE International Conference on Automation Science and Engineering (CASE)},
- year = 2021,
- month = aug,
- url = {https://www.merl.com/publications/TR2021-092}
- }
- Solomon, E., Yerazunis, W.S., "Robotic Applications of Mechanical Metamaterials Produced Using SLA 3D Printing: Cthulhu-Morphic Grippers", Solid Freeform Fabrication Symposium, August 2021.
BibTeX TR2021-088 PDF- @inproceedings{Solomon2021aug,
- author = {Solomon, E. and Yerazunis, William S.},
- title = {Robotic Applications of Mechanical Metamaterials Produced Using SLA 3D Printing: Cthulhu-Morphic Grippers},
- booktitle = {Solid Freeform Fabrication Symposium},
- year = 2021,
- month = aug,
- url = {https://www.merl.com/publications/TR2021-088}
- }
- Dalla Libera, A., Amadio, F., Nikovski, D.N., Carli, R., Romeres, D., "Control of Mechanical Systems via Feedback Linearization Based on Black-Box Gaussian Process Models", European Control Conference (ECC), June 2021.
BibTeX TR2021-068 PDF- @inproceedings{DallaLibera2021jun,
- author = {Dalla Libera, Alberto and Amadio, Fabio and Nikovski, Daniel N. and Carli, Ruggero and Romeres, Diego},
- title = {Control of Mechanical Systems via Feedback Linearization Based on Black-Box Gaussian Process Models},
- booktitle = {European Control Conference (ECC)},
- year = 2021,
- month = jun,
- url = {https://www.merl.com/publications/TR2021-068}
- }
- Jin, S., Romeres, D., Raghunathan, A., Jha, D.K., Tomizuka, M., "Trajectory Optimization for Manipulation of Deformable Objects: Assembly of Belt Drive Units", IEEE International Conference on Robotics and Automation (ICRA), June 2021.
BibTeX TR2021-072 PDF- @inproceedings{Jin2021jun,
- author = {Jin, Shiyu and Romeres, Diego and Raghunathan, Arvind and Jha, Devesh K. and Tomizuka, Masayoshi},
- title = {Trajectory Optimization for Manipulation of Deformable Objects: Assembly of Belt Drive Units},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2021,
- month = jun,
- url = {https://www.merl.com/publications/TR2021-072}
- }
- Dai, S., Wang, Y., "Long-Horizon Motion Planning for Autonomous Vehicle Parking Incorporating Incomplete Map Information", IEEE International Conference on Robotics and Automation (ICRA), May 2021.
BibTeX TR2021-062 PDF- @inproceedings{Dai2021may,
- author = {Dai, Siyu and Wang, Yebin},
- title = {Long-Horizon Motion Planning for Autonomous Vehicle Parking Incorporating Incomplete Map Information},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2021,
- month = may,
- url = {https://www.merl.com/publications/TR2021-062}
- }
- Haruna, M., Kawaguchi, N., Ogino, M., Koike-Akino, T., "Comparison of Three Feedback Modalities for Haptics Sensation in Remote Machine Manipulation", IEEE International Conference on Robotics and Automation (ICRA), May 2021.
BibTeX TR2021-063 PDF- @inproceedings{Haruna2021may,
- author = {Haruna, Masaki and Kawaguchi, Noboru and Ogino, Masaki and Koike-Akino, Toshiaki},
- title = {Comparison of Three Feedback Modalities for Haptics Sensation in Remote Machine Manipulation},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2021,
- month = may,
- url = {https://www.merl.com/publications/TR2021-063}
- }
- Dong, S., Jha, D.K., Romeres, D., Kim, S., Nikovski, D.N., Rodriguez, A., "Tactile-RL for Insertion: Generalization to Objects of Unknown Geometry", IEEE International Conference on Robotics and Automation (ICRA), May 2021.
BibTeX TR2021-052 PDF- @inproceedings{Dong2021may,
- author = {Dong, Siyuan and Jha, Devesh K. and Romeres, Diego and Kim, Sangwoon and Nikovski, Daniel N. and Rodriguez, Alberto},
- title = {Tactile-RL for Insertion: Generalization to Objects of Unknown Geometry},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2021,
- month = may,
- url = {https://www.merl.com/publications/TR2021-052}
- }
- Bonzanini, A.D., Mesbah, A., Di Cairano, S., "Perception-Aware Chance-Constrained Model Predictive Control for Uncertain Environments", American Control Conference (ACC), May 2021.
BibTeX TR2021-055 PDF- @inproceedings{Bonzanini2021may,
- author = {Bonzanini, Angelo Domenico and Mesbah, Ali and Di Cairano, Stefano},
- title = {Perception-Aware Chance-Constrained Model Predictive Control for Uncertain Environments},
- booktitle = {American Control Conference (ACC)},
- year = 2021,
- month = may,
- url = {https://www.merl.com/publications/TR2021-055}
- }
- Han, M., Ozdenizci, O., Koike-Akino, T., Wang, Y., Erdogmus, D., "Universal Physiological Representation Learning with Soft-Disentangled Rateless Autoencoders", IEEE Journal of Biomedical and Health Informatics, DOI: 10.1109/JBHI.2021.3062335, Vol. 25, No. 8, pp. 2928-2937, April 2021.
BibTeX TR2021-027 PDF- @article{Han2021apr,
- author = {Han, Mo and Ozdenizci, Ozan and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
- title = {Universal Physiological Representation Learning with Soft-Disentangled Rateless Autoencoders},
- journal = {IEEE Journal of Biomedical and Health Informatics},
- year = 2021,
- volume = 25,
- number = 8,
- pages = {2928--2937},
- month = apr,
- doi = {10.1109/JBHI.2021.3062335},
- issn = {2168-2208},
- url = {https://www.merl.com/publications/TR2021-027}
- }
- Haruna, M., Ogino, M., Koike-Akino, T., "Comparison of Three Feedback Modalities for Haptics Sensation in Remote Machine Manipulation", IEEE Robotics and Automation Letters, DOI: 10.1109/LRA.2021.3070301, Vol. 6, No. 3, pp. 5040-5047, March 2021.
BibTeX TR2021-031 PDF- @article{Haruna2021mar,
- author = {Haruna, Masaki and Ogino, Masaki and Koike-Akino, Toshiaki},
- title = {Comparison of Three Feedback Modalities for Haptics Sensation in Remote Machine Manipulation},
- journal = {IEEE Robotics and Automation Letters},
- year = 2021,
- volume = 6,
- number = 3,
- pages = {5040--5047},
- month = mar,
- doi = {10.1109/LRA.2021.3070301},
- issn = {2377-3766},
- url = {https://www.merl.com/publications/TR2021-031}
- }
- 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}
- }
- Ota, K., Jha, D.K., Romeres, D., van Baar, J., Smith, K., Semistsu, T., Oiki, T., Sullivan, A., Nikovski, D.N., Tenanbaum, J., "Data-Efficient Learning for Complex and Real-Time Physical Problem Solving using Augmented Simulation", IEEE Robotics and Automation Letters, DOI: 10.1109/LRA.2021.3068887, Vol. 6, No. 2, March 2021.
BibTeX TR2021-032 PDF Video Software- @article{Ota2021mar,
- author = {Ota, Kei and Jha, Devesh K. and Romeres, Diego and van Baar, Jeroen and Smith, Kevin and Semistsu, Takayuki and Oiki, Tomoaki and Sullivan, Alan and Nikovski, Daniel N. and Tenanbaum, Joshua},
- title = {Data-Efficient Learning for Complex and Real-Time Physical Problem Solving using Augmented Simulation},
- journal = {IEEE Robotics and Automation Letters},
- year = 2021,
- volume = 6,
- number = 2,
- month = mar,
- doi = {10.1109/LRA.2021.3068887},
- url = {https://www.merl.com/publications/TR2021-032}
- }
- Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., "AutoBayes: Automated Bayesian Graph Exploration for Nuisance-Robust Inference", IEEE Access, DOI: 10.1109/ACCESS.2021.3064530, Vol. 9, pp. 39955-39972, March 2021.
BibTeX TR2021-016 PDF- @article{Demir2021mar,
- author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
- title = {AutoBayes: Automated Bayesian Graph Exploration for Nuisance-Robust Inference},
- journal = {IEEE Access},
- year = 2021,
- volume = 9,
- pages = {39955--39972},
- month = mar,
- doi = {10.1109/ACCESS.2021.3064530},
- issn = {2169-3536},
- url = {https://www.merl.com/publications/TR2021-016}
- }
- Romeres, D., Amadio, F., Dalla Libera, A., Nikovski, D.N., Carli, R., "Model-based Policy Search for Partially Measurable Systems", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
BibTeX TR2020-174 PDF- @inproceedings{Romeres2020dec2,
- author = {Romeres, Diego and Amadio, Fabio and Dalla Libera, Alberto and Nikovski, Daniel N. and Carli, Ruggero},
- title = {Model-based Policy Search for Partially Measurable Systems},
- booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
- year = 2020,
- month = dec,
- url = {https://www.merl.com/publications/TR2020-174}
- }
- Romeres, D., Dalla Libera, A., Amadio, F., Carli, R., "Feedback Linearization Robot Control based on Gaussian Process Inverse Dynamics Model", Conferenza Italiana di Robotica e Macchine Intelligenti, December 2020.
BibTeX TR2020-173 PDF- @inproceedings{Romeres2020dec,
- author = {Romeres, Diego and Dalla Libera, Alberto and Amadio, Fabio and Carli, Ruggero},
- title = {Feedback Linearization Robot Control based on Gaussian Process Inverse Dynamics Model},
- booktitle = {Conferenza Italiana di Robotica e Macchine Intelligenti},
- year = 2020,
- month = dec,
- url = {https://www.merl.com/publications/TR2020-173}
- }
- Bortoff, S.A., Okasha, A., "Modelica-Based Control of A Delta Robot", ASME Dynamic Systems and Control Conference, DOI: doi.org/10.1115/DSCC2020-3158, December 2020.
BibTeX TR2020-154 PDF- @inproceedings{Bortoff2020dec,
- author = {Bortoff, Scott A. and Okasha, Ahmed},
- title = {Modelica-Based Control of A Delta Robot},
- booktitle = {ASME Dynamic Systems and Control Conference},
- year = 2020,
- month = dec,
- doi = {doi.org/10.1115/DSCC2020-3158},
- url = {https://www.merl.com/publications/TR2020-154}
- }
- Ahn, H., Berntorp, K., Di Cairano, S., "Cooperating Modular Goal Selection and Motion Planning for Autonomous Driving", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC42340.2020.9304101, December 2020.
BibTeX TR2020-168 PDF- @inproceedings{Ahn2020dec2,
- author = {Ahn, Heejin and Berntorp, Karl and Di Cairano, Stefano},
- title = {Cooperating Modular Goal Selection and Motion Planning for Autonomous Driving},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2020,
- month = dec,
- doi = {10.1109/CDC42340.2020.9304101},
- url = {https://www.merl.com/publications/TR2020-168}
- }
- Ahn, H., Berntorp, K., Inani, P., Ram, A.J., Di Cairano, S., "Reachability-based Decision Making for Autonomous Driving: Theory and Experiment", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2020.3022721, December 2020.
BibTeX TR2020-165 PDF- @article{Ahn2020dec,
- author = {Ahn, Heejin and Berntorp, Karl and Inani, Pranav and Ram, Arjun Jagdish and Di Cairano, Stefano},
- title = {Reachability-based Decision Making for Autonomous Driving: Theory and Experiment},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2020,
- month = dec,
- doi = {10.1109/TCST.2020.3022721},
- url = {https://www.merl.com/publications/TR2020-165}
- }
- Corcodel, R., Jain, S., van Baar, J., "Interactive Tactile Perception for Classification of Novel Object Instances", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/IROS45743.2020.9341795, November 2020, pp. 9861-9868.
BibTeX TR2020-143 PDF Video- @inproceedings{Corcodel2020nov,
- author = {Corcodel, Radu and Jain, Siddarth and van Baar, Jeroen},
- title = {Interactive Tactile Perception for Classification of Novel Object Instances},
- booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
- year = 2020,
- pages = {9861--9868},
- month = nov,
- publisher = {IEEE},
- doi = {10.1109/IROS45743.2020.9341795},
- url = {https://www.merl.com/publications/TR2020-143}
- }
- Ota, K., Jha, D.K., Onishi, T., Kanezaki, A., Yoshiyasu, Y., Mariyama, T., Nikovski, D.N., "Deep Reactive Planning in Dynamic Environments", Conference on Robot Learning (CoRL), November 2020.
BibTeX TR2020-144 PDF- @inproceedings{Ota2020nov2,
- author = {Ota, Kei and Jha, Devesh K. and Onishi, Tadashi and Kanezaki, Asako and Yoshiyasu, Yusuke and Mariyama, Toshisada and Nikovski, Daniel N.},
- title = {Deep Reactive Planning in Dynamic Environments},
- booktitle = {Conference on Robot Learning (CoRL)},
- year = 2020,
- month = nov,
- url = {https://www.merl.com/publications/TR2020-144}
- }
- Zhang, W., Seto, S., Jha, D.K., "CAZSL: Zero-Shot Regression for Pushing Models by Generalizing Through Context", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), November 2020.
BibTeX TR2020-140 PDF Software- @inproceedings{Zhang2020nov,
- author = {Zhang, Wenyu and Seto, Skyler and Jha, Devesh K.},
- title = {CAZSL: Zero-Shot Regression for Pushing Models by Generalizing Through Context},
- booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
- year = 2020,
- month = nov,
- url = {https://www.merl.com/publications/TR2020-140}
- }
- Romeres, D., Liu, Y., Jha, D.K., Nikovski, D.N., "Understanding Multi-Modal Perception Using Behavioral Cloning for Peg-In-a-Hole Insertion Tasks", Robotics: Science and Systems, July 2020.
BibTeX TR2020-110 PDF- @inproceedings{Romeres2020jul,
- author = {Romeres, Diego and Liu, Yifang and Jha, Devesh K. and Nikovski, Daniel N.},
- title = {Understanding Multi-Modal Perception Using Behavioral Cloning for Peg-In-a-Hole Insertion Tasks},
- booktitle = {Robotics: Science and Systems},
- year = 2020,
- month = jul,
- url = {https://www.merl.com/publications/TR2020-110}
- }
- Ota, K., Oiki, T., Jha, D.K., Mariyama, T., Nikovski, D.N., "Can Increasing Input Dimensionality Improve Deep Reinforcement Learning?", International Conference on Machine Learning (ICML), Daumé III , Hal and Singh, Aarti, Eds., June 2020, pp. 7424-7433.
BibTeX TR2020-083 PDF Software- @inproceedings{Ota2020jun,
- author = {Ota, Kei and Oiki, Tomoaki and Jha, Devesh K. and Mariyama, Toshisada and Nikovski, Daniel N.},
- title = {Can Increasing Input Dimensionality Improve Deep Reinforcement Learning?},
- booktitle = {International Conference on Machine Learning (ICML)},
- year = 2020,
- editor = {Daumé III , Hal and Singh, Aarti},
- pages = {7424--7433},
- month = jun,
- publisher = {PMLR},
- url = {https://www.merl.com/publications/TR2020-083}
- }
- Jha, D.K., Kolaric, P., Raghunathan, A., Lewis, F., Benosman, M., Romeres, D., Nikovski, D.N., "Local Policy Optimization for Trajectory-Centric Reinforcement Learning", IEEE International Conference on Robotics and Automation (ICRA), Ayanna Howard, Eds., May 2020, pp. 5094-5100.
BibTeX TR2020-062 PDF- @inproceedings{Jha2020may,
- author = {Jha, Devesh K. and Kolaric, Patrik and Raghunathan, Arvind and Lewis, Frank and Benosman, Mouhacine and Romeres, Diego and Nikovski, Daniel N.},
- title = {Local Policy Optimization for Trajectory-Centric Reinforcement Learning},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2020,
- editor = {Ayanna Howard},
- pages = {5094--5100},
- month = may,
- publisher = {IEEE},
- isbn = {978-1-7281-7395-5},
- url = {https://www.merl.com/publications/TR2020-062}
- }
