Publications

3,605 major publications by members of the MERL staff.


  •  Tsiligkaridis, A., Zhang, J., Taguchi, H., Nikovski, D.N., "Personalized Destination Prediction Using Transformers in a Contextless Data Setting", IEEE World Congress on Computational Intelligence (WCCI), DOI: 10.1109/​IJCNN48605.2020.9207514, July 2020.
    BibTeX TR2020-112 PDF
    • @inproceedings{Tsiligkaridis2020jul,
    • author = {Tsiligkaridis, Athanasios and Zhang, Jing and Taguchi, Hiroshi and Nikovski, Daniel N.},
    • title = {Personalized Destination Prediction Using Transformers in a Contextless Data Setting},
    • booktitle = {2020 International Joint Conference on Neural Networks (IJCNN)},
    • year = 2020,
    • month = jul,
    • doi = {10.1109/IJCNN48605.2020.9207514},
    • url = {https://www.merl.com/publications/TR2020-112}
    • }
  •  Chakrabarty, A., Jha, D.K., Buzzard, G.T., Wang, Y., Vamvoudakis, K., "Safe Approximate Dynamic Programming via Kernelized Lipschitz Estimation", IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/​TNNLS.2020.2978805, July 2020.
    BibTeX TR2020-108 PDF
    • @article{Chakrabarty2020jul2,
    • author = {Chakrabarty, Ankush and Jha, Devesh K. and Buzzard, Gregery T. and Wang, Yebin and Vamvoudakis, Kyriakos},
    • title = {Safe Approximate Dynamic Programming via Kernelized Lipschitz Estimation},
    • journal = {IEEE Transactions on Neural Networks and Learning Systems},
    • year = 2020,
    • month = jul,
    • doi = {10.1109/TNNLS.2020.2978805},
    • url = {https://www.merl.com/publications/TR2020-108}
    • }
  •  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}
    • }
  •  Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., "AutoBayes: Automated Inference via Bayesian Graph Exploration for Nuisance-Robust Biosignal Analysis", arXiv, July 2020.
    BibTeX arXiv
    • @article{Demir2020jul,
    • author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
    • title = {AutoBayes: Automated Inference via Bayesian Graph Exploration for Nuisance-Robust Biosignal Analysis},
    • journal = {arXiv},
    • year = 2020,
    • month = jul,
    • url = {https://arxiv.org/abs/2007.01255}
    • }
  •  Romero, O., Benosman, M., "Finite-Time Convergence in Continuous-Time Optimization", International Conference on Machine Learning (ICML), July 2020.
    BibTeX TR2020-100 PDF
    • @inproceedings{Romero2020jul,
    • author = {Romero, Orlando and Benosman, Mouhacine},
    • title = {Finite-Time Convergence in Continuous-Time Optimization},
    • booktitle = {International Conference on Machine Learning},
    • year = 2020,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-100}
    • }
  •  Menner, M., Berntorp, K., Di Cairano, S., "Inverse Learning for Data-driven Calibration of Model-based Statistical Path Planning", Transactions on Intelligent Vehicles, DOI: 10.1109/​TIV.2020.3000323, July 2020.
    BibTeX TR2020-106 PDF
    • @article{Menner2020jul,
    • author = {Menner, Marcel and Berntorp, Karl and Di Cairano, Stefano},
    • title = {Inverse Learning for Data-driven Calibration of Model-based Statistical Path Planning},
    • journal = {Transactions on Intelligent Vehicles},
    • year = 2020,
    • month = jul,
    • doi = {10.1109/TIV.2020.3000323},
    • url = {https://www.merl.com/publications/TR2020-106}
    • }
  •  Geng, S., Gao, P., Hori, C., Le Roux, J., Cherian, A., "Spatio-Temporal Scene Graphs for Video Dialog", arXiv, July 2020.
    BibTeX arXiv
    • @article{Geng2020jul,
    • author = {Geng, Shijie and Gao, Peng and Hori, Chiori and Le Roux, Jonathan and Cherian, Anoop},
    • title = {Spatio-Temporal Scene Graphs for Video Dialog},
    • journal = {arXiv},
    • year = 2020,
    • month = jul,
    • url = {https://arxiv.org/abs/2007.03848}
    • }
  •  Berntorp, K., "Online Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann, Eds., DOI: 10.1016/​j.ifacol.2020.12.910, July 2020, pp. 13939-13944.
    BibTeX TR2020-104 PDF
    • @inproceedings{Berntorp2020jul,
    • author = {Berntorp, Karl},
    • title = {Online Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • editor = {Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann},
    • pages = {13939--13944},
    • month = jul,
    • publisher = {Elsevier},
    • doi = {10.1016/j.ifacol.2020.12.910},
    • url = {https://www.merl.com/publications/TR2020-104}
    • }
  •  Quirynen, R., Feng, X., Di Cairano, S., "Inexact Adjoint-based SQP Algorithm for Real-Time Stochastic Nonlinear MPC", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann, Eds., July 2020, pp. 6529-6535.
    BibTeX TR2020-103 PDF
    • @inproceedings{Quirynen2020jul2,
    • author = {Quirynen, Rien and Feng, Xuhui and Di Cairano, Stefano},
    • title = {Inexact Adjoint-based SQP Algorithm for Real-Time Stochastic Nonlinear MPC},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • editor = {Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann},
    • pages = {6529--6535},
    • month = jul,
    • publisher = {Elsevier},
    • url = {https://www.merl.com/publications/TR2020-103}
    • }
  •  Quirynen, R., Frey, J., Di Cairano, S., "Active-Set based Inexact Interior Point QP Solver for Model Predictive Control", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann, Eds., July 2020, pp. 6522-6528.
    BibTeX TR2020-105 PDF
    • @inproceedings{Quirynen2020jul3,
    • author = {Quirynen, Rien and Frey, Jonathan and Di Cairano, Stefano},
    • title = {Active-Set based Inexact Interior Point QP Solver for Model Predictive Control},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • editor = {Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann},
    • pages = {6522--6528},
    • month = jul,
    • publisher = {Elsevier},
    • url = {https://www.merl.com/publications/TR2020-105}
    • }
  •  Muralidharan, V., Weiss, A., Kalabic, U., "Tracking neighboring quasi-satellite orbits around Phobos", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann, Eds., DOI: 10.1016/​j.ifacol.2020.12.1952, July 2020, pp. 14906–14911.
    BibTeX TR2020-102 PDF
    • @inproceedings{Muralidharan2020jul,
    • author = {Muralidharan, Vivek and Weiss, Avishai and Kalabic, Uros},
    • title = {Tracking neighboring quasi-satellite orbits around Phobos},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • editor = {Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann},
    • pages = {14906–14911},
    • month = jul,
    • publisher = {Elsevier},
    • doi = {10.1016/j.ifacol.2020.12.1952},
    • url = {https://www.merl.com/publications/TR2020-102}
    • }
  •  Skvortcov, P., Phillips, I., Forysiak, W., Koike-Akino, T., Kojima, K., Parsons, K., Millar, D.S., "Nonlinearity Tolerant LUT-based Probabilistic Shaping for Extended-Reach Single-Span Links", IEEE Photonics Technology Letters, DOI: 10.1109/​LPT.2020.3006737, Vol. 32, No. 16, pp. 967-970, July 2020.
    BibTeX TR2020-107 PDF
    • @article{Skvortcov2020jul,
    • author = {Skvortcov, Pavel and Phillips, Ian and Forysiak, Wladek and Koike-Akino, Toshiaki and Kojima, Keisuke and Parsons, Kieran and Millar, David S.},
    • title = {Nonlinearity Tolerant LUT-based Probabilistic Shaping for Extended-Reach Single-Span Links},
    • journal = {IEEE Photonics Technology Letters},
    • year = 2020,
    • volume = 32,
    • number = 16,
    • pages = {967--970},
    • month = jul,
    • doi = {10.1109/LPT.2020.3006737},
    • issn = {1941-0174},
    • url = {https://www.merl.com/publications/TR2020-107}
    • }
  •  Maske, H., Chu, T., Kalabic, U., "Control of traffic light timing using decentralized deep reinforcement learning", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann, Eds., DOI: 10.1016/​j.ifacol.2020.12.1980, July 2020, pp. 14936-14941.
    BibTeX TR2020-101 PDF
    • @inproceedings{Maske2020jul,
    • author = {Maske, Harshal and Chu, Tianshu and Kalabic, Uros},
    • title = {Control of traffic light timing using decentralized deep reinforcement learning},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • editor = {Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann},
    • pages = {14936--14941},
    • month = jul,
    • publisher = {Elsevier},
    • doi = {10.1016/j.ifacol.2020.12.1980},
    • url = {https://www.merl.com/publications/TR2020-101}
    • }
  •  Chen, S., Li, M., Zhang, Y., "Sampling and Recovery of Graph Signals based on Graph Neural Networks", arXiv, July 2020.
    BibTeX arXiv
    • @article{Chen2020jul,
    • author = {Chen, Siheng and Li, Maosen and Zhang, Ya},
    • title = {Sampling and Recovery of Graph Signals based on Graph Neural Networks},
    • journal = {arXiv},
    • year = 2020,
    • month = jul,
    • url = {https://arxiv.org/abs/2011.01412}
    • }
  •  Aguilar Marsillach, D., Di Cairano, S., Weiss, A., "Fail-safe Rendezvous Control on Elliptic Orbits using Reachable Sets", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147957, July 2020, pp. 4920-4925.
    BibTeX TR2020-098 PDF
    • @inproceedings{AguilarMarsillach2020jul,
    • author = {Aguilar Marsillach, Daniel and Di Cairano, Stefano and Weiss, Avishai},
    • title = {Fail-safe Rendezvous Control on Elliptic Orbits using Reachable Sets},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {4920--4925},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147957},
    • issn = {2378-5861},
    • isbn = {978-1-5386-8266-1},
    • url = {https://www.merl.com/publications/TR2020-098}
    • }
  •  Chakrabarty, A., Berntorp, K., Di Cairano, S., "Learning-based Parameter-Adaptive Reference Governors", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147615, July 2020, pp. 956-961.
    BibTeX TR2020-092 PDF
    • @inproceedings{Chakrabarty2020jul,
    • author = {Chakrabarty, Ankush and Berntorp, Karl and Di Cairano, Stefano},
    • title = {Learning-based Parameter-Adaptive Reference Governors},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {956--961},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147615},
    • url = {https://www.merl.com/publications/TR2020-092}
    • }
  •  Greiff, M., Berntorp, K., "Optimal Measurement Projections with Adaptive Mixture Kalman Filtering for GNSS Positioning", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147675, July 2020, pp. 4435-4441.
    BibTeX TR2020-097 PDF
    • @inproceedings{Greiff2020jul,
    • author = {Greiff, Marcus and Berntorp, Karl},
    • title = {Optimal Measurement Projections with Adaptive Mixture Kalman Filtering for GNSS Positioning},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {4435--4441},
    • month = jul,
    • doi = {10.23919/ACC45564.2020.9147675},
    • url = {https://www.merl.com/publications/TR2020-097}
    • }
  •  Hansen, E., Wang, Y., "Improving Path Accuracy for Autonomous Parking Systems: An Optimal Control Approach", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147980, July 2020, pp. 5243-5249.
    BibTeX TR2020-099 PDF
    • @inproceedings{Hansen2020jul,
    • author = {Hansen, Emma and Wang, Yebin},
    • title = {Improving Path Accuracy for Autonomous Parking Systems: An Optimal Control Approach},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {5243--5249},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147980},
    • url = {https://www.merl.com/publications/TR2020-099}
    • }
  •  Quirynen, R., Berntorp, K., Kambam, K., Di Cairano, S., "Integrated Obstacle Detection and Avoidance in Motion Planning and Predictive Control of Autonomous Vehicles", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147820, July 2020.
    BibTeX TR2020-096 PDF
    • @inproceedings{Quirynen2020jul,
    • author = {Quirynen, Rien and Berntorp, Karl and Kambam, Karthik and Di Cairano, Stefano},
    • title = {Integrated Obstacle Detection and Avoidance in Motion Planning and Predictive Control of Autonomous Vehicles},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • month = jul,
    • doi = {10.23919/ACC45564.2020.9147820},
    • url = {https://www.merl.com/publications/TR2020-096}
    • }
  •  Sahin, Y.E., Quirynen, R., Di Cairano, S., "Autonomous Vehicle Decision-Making and Monitoring based on Signal Temporal Logic and Mixed-Integer Programming", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147917, July 2020.
    BibTeX TR2020-095 PDF
    • @inproceedings{Sahin2020jul,
    • author = {Sahin, Yunus Emre and Quirynen, Rien and Di Cairano, Stefano},
    • title = {Autonomous Vehicle Decision-Making and Monitoring based on Signal Temporal Logic and Mixed-Integer Programming},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • month = jul,
    • doi = {10.23919/ACC45564.2020.9147917},
    • url = {https://www.merl.com/publications/TR2020-095}
    • }
  •  Vijayshankar, S., Nabi, S., Chakrabarty, A., Grover, P., Benosman, M., "Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147823, July 2020, pp. 2351-2356.
    BibTeX TR2020-091 PDF
    • @inproceedings{Vijayshankar2020jul,
    • author = {Vijayshankar, Sanjana and Nabi, Saleh and Chakrabarty, Ankush and Grover, Piyush and Benosman, Mouhacine},
    • title = {Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {2351--2356},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147823},
    • issn = {2378-5861},
    • isbn = {978-1-5386-8266-1},
    • url = {https://www.merl.com/publications/TR2020-091}
    • }
  •  Cherian, A., Aeron, S., "Representation Learning via Adversarially-Contrastive Optimal Transport", International Conference on Machine Learning (ICML), Daumé, H. and Singh, A., Eds., July 2020, pp. 10675-10685.
    BibTeX TR2020-093 PDF Software
    • @inproceedings{Cherian2020jul,
    • author = {Cherian, Anoop and Aeron, Shuchin},
    • title = {Representation Learning via Adversarially-Contrastive Optimal Transport},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2020,
    • editor = {Daumé, H. and Singh, A.},
    • pages = {10675--10685},
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-093}
    • }
  •  Konno, N., Raghunathan, A., "Data-Driven Joint Optimization of Pricing and Seat Allocation in Trains", International Conference on Railway Engineering Design and Operation (COMPRAIL), DOI: 10.2495/​CR200351, July 2020, pp. 379-392.
    BibTeX TR2020-094 PDF
    • @inproceedings{Konno2020jul2,
    • author = {Konno, Naoto and Raghunathan, Arvind},
    • title = {Data-Driven Joint Optimization of Pricing and Seat Allocation in Trains},
    • booktitle = {International Conference on Railway Engineering Design and Operation (COMPRAIL)},
    • year = 2020,
    • pages = {379--392},
    • month = jul,
    • publisher = {WIT Press},
    • doi = {10.2495/CR200351},
    • url = {https://www.merl.com/publications/TR2020-094}
    • }
  •  Danielson, C., Berntorp, K., Di Cairano, S., Weiss, A., "Motion-Planning for Unicycles using the Invariant-Set Motion-Planner", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147919, June 2020, pp. 1235-1240.
    BibTeX TR2020-089 PDF
    • @inproceedings{Danielson2020jun2,
    • author = {Danielson, Claus and Berntorp, Karl and Di Cairano, Stefano and Weiss, Avishai},
    • title = {Motion-Planning for Unicycles using the Invariant-Set Motion-Planner},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {1235--1240},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147919},
    • issn = {2378-5861},
    • isbn = {978-1-5386-8266-1},
    • url = {https://www.merl.com/publications/TR2020-089}
    • }
  •  Danielson, C., Di Cairano, S., "A Reference Governor for Wheel-Slip Prevention in Railway Vehicles with Pneumatic Brakes", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147647, June 2020.
    BibTeX TR2020-087 PDF
    • @inproceedings{Danielson2020jun,
    • author = {Danielson, Claus and Di Cairano, Stefano},
    • title = {A Reference Governor for Wheel-Slip Prevention in Railway Vehicles with Pneumatic Brakes},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147647},
    • url = {https://www.merl.com/publications/TR2020-087}
    • }