Publications

220 / 4,111 publications found.


  •  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}
    • }
  •  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}
    • }
  •  Wang, Y., Koike-Akino, T., "Learning to Modulate for Non-coherent MIMO", IEEE International Conference on Communications (ICC), DOI: 10.1109/​ICC40277.2020.9149438, June 2020.
    BibTeX TR2020-071 PDF Video Presentation
    • @inproceedings{Wang2020jun,
    • author = {Wang, Ye and Koike-Akino, Toshiaki},
    • title = {{Learning to Modulate for Non-coherent MIMO}},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2020,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ICC40277.2020.9149438},
    • issn = {1938-1883},
    • isbn = {978-1-7281-5089-5},
    • url = {https://www.merl.com/publications/TR2020-071}
    • }
  •  Fujihashi, T., Koike-Akino, T., Watanabe, T., Orlik, P.V., "High-Quality Soft Image Delivery with Deep Image Denoising", IEEE International Conference on Communications (ICC), DOI: 10.1109/​ICC40277.2020.9148611, May 2020.
    BibTeX TR2020-060 PDF Video
    • @inproceedings{Fujihashi2020may,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi and Orlik, Philip V.},
    • title = {{High-Quality Soft Image Delivery with Deep Image Denoising}},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2020,
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICC40277.2020.9148611},
    • issn = {1938-1883},
    • isbn = {978-1-7281-5089-5},
    • url = {https://www.merl.com/publications/TR2020-060}
    • }
  •  Ioannidis, V., Chen, S., Giannakis, G., "Pruned Graph Scattering Transforms", International Conference on Learning Representations (ICLR), April 2020.
    BibTeX TR2020-055 PDF
    • @inproceedings{Ioannidis2020apr,
    • author = {Ioannidis, Vassilis and Chen, Siheng and Giannakis, Georgios},
    • title = {{Pruned Graph Scattering Transforms}},
    • booktitle = {International Conference on Learning Representations (ICLR)},
    • year = 2020,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2020-055}
    • }
  •  Koike-Akino, T., Wang, P., Pajovic, M., Sun, H., Orlik, P.V., "Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: A Deep Learning Approach", IEEE Access, DOI: 10.1109/​ACCESS.2020.2991129, April 2020.
    BibTeX TR2020-054 PDF Data
    • @article{Koike-Akino2020apr,
    • author = {Koike-Akino, Toshiaki and Wang, Pu and Pajovic, Milutin and Sun, Haijian and Orlik, Philip V.},
    • title = {{Fingerprinting-Based Indoor Localization with Commercial MMWave WiFi: A Deep Learning Approach}},
    • journal = {IEEE Access},
    • year = 2020,
    • month = apr,
    • doi = {10.1109/ACCESS.2020.2991129},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2020-054}
    • }
  •  Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Learning Invariant Representations from EEG via Adversarial Inference", IEEE Access, DOI: 10.1109/​ACCESS.2020.2971600, Vol. 8, pp. 27074-27085, April 2020.
    BibTeX TR2020-049 PDF
    • @article{Ozdenizci2020apr,
    • author = {Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {{Learning Invariant Representations from EEG via Adversarial Inference}},
    • journal = {IEEE Access},
    • year = 2020,
    • volume = 8,
    • pages = {27074--27085},
    • month = apr,
    • doi = {10.1109/ACCESS.2020.2971600},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2020-049}
    • }
  •  Pishdadian, F., Wichern, G., Le Roux, J., "Learning to Separate Sounds From Weakly Labeled Scenes", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP40776.2020.9053055, April 2020, pp. 91-95.
    BibTeX TR2020-038 PDF Video Presentation
    • @inproceedings{Pishdadian2020apr,
    • author = {Pishdadian, Fatemeh and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Learning to Separate Sounds From Weakly Labeled Scenes}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {91--95},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9053055},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-038}
    • }
  •  Maciejewski, M., Wichern, G., McQuinn, E., Le Roux, J., "WHAMR!: Noisy and Reverberant Single-Channel Speech Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP40776.2020.9053327, April 2020, pp. 696-700.
    BibTeX TR2020-042 PDF Video Presentation
    • @inproceedings{Maciejewski2020apr,
    • author = {Maciejewski, Matthew and Wichern, Gordon and McQuinn, Emmett and {Le Roux}, Jonathan},
    • title = {{WHAMR!: Noisy and Reverberant Single-Channel Speech Separation}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {696--700},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9053327},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-042}
    • }
  •  Yu, L., Liu, D., Mansour, H., Boufounos, P.T., Ma, Y., "Blind Multi-Spectral Image Pan-Sharpening", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP40776.2020.9053554, April 2020, pp. 1429-1433.
    BibTeX TR2020-047 PDF Video
    • @inproceedings{Yu2020apr,
    • author = {Yu, Lantao and Liu, Dehong and Mansour, Hassan and Boufounos, Petros T. and Ma, Yanting},
    • title = {{Blind Multi-Spectral Image Pan-Sharpening}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {1429--1433},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9053554},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-047}
    • }
  •  Zhang, S., Zhang, S., Wang, B., Habetler, T., "Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive Review", IEEE Access, DOI: 10.1109/​ACCESS.2020.2972859, Vol. 8, pp. 29857-29881, March 2020.
    BibTeX TR2020-034 PDF
    • @article{Zhang2020mar,
    • author = {Zhang, Shen and Zhang, Shibo and Wang, Bingnan and Habetler, Thomas},
    • title = {{Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive Review}},
    • journal = {IEEE Access},
    • year = 2020,
    • volume = 8,
    • pages = {29857--29881},
    • month = mar,
    • doi = {10.1109/ACCESS.2020.2972859},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2020-034}
    • }
  •  Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation", Journal of Lightwave Technology, DOI: 10.1109/​JLT.2020.2976479, March 2020.
    BibTeX TR2020-033 PDF
    • @article{Koike-Akino2020mar3,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {{Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation}},
    • journal = {Journal of Lightwave Technology},
    • year = 2020,
    • month = mar,
    • doi = {10.1109/JLT.2020.2976479},
    • url = {https://www.merl.com/publications/TR2020-033}
    • }
  •  Kojima, K., TaherSima, M., Koike-Akino, T., Jha, D.K., Tang, Y., Parsons, K., Sang, F., Klamkin, J., "Deep Neural Networks for Designing Integrated Photonics", Optical Fiber Communication Conference and Exposition (OFC), DOI: 10.1364/​OFC.2020.Th1A.6, March 2020.
    BibTeX TR2020-057 PDF
    • @inproceedings{Kojima2020mar,
    • author = {Kojima, Keisuke and TaherSima, Mohammad and Koike-Akino, Toshiaki and Jha, Devesh K. and Tang, Yingheng and Parsons, Kieran and Sang, Fengqiao and Klamkin, Jonathan},
    • title = {{Deep Neural Networks for Designing Integrated Photonics}},
    • booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
    • year = 2020,
    • month = mar,
    • publisher = {OSA},
    • doi = {10.1364/OFC.2020.Th1A.6},
    • isbn = {978-1-943580-71-2},
    • url = {https://www.merl.com/publications/TR2020-057}
    • }
  •  Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D.K., Parsons, K., Qi, M., "Generative Deep Learning Model for a Multi-level NanoOptic Broadband Power Splitter", Optical Fiber Communication Conference and Exposition (OFC), DOI: 10.1364/​OFC.2020.Th1A.1, March 2020, pp. Th1A.1.
    BibTeX TR2020-025 PDF
    • @inproceedings{Tang2020mar,
    • author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Wu, Pengxiang and TaherSima, Mohammad and Jha, Devesh K. and Parsons, Kieran and Qi, Minghao},
    • title = {{Generative Deep Learning Model for a Multi-level NanoOptic Broadband Power Splitter}},
    • booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
    • year = 2020,
    • pages = {Th1A.1},
    • month = mar,
    • publisher = {OSA},
    • doi = {10.1364/OFC.2020.Th1A.1},
    • isbn = {978-1-943580-71-2},
    • url = {https://www.merl.com/publications/TR2020-025}
    • }
  •  Aihara, R., Wichern, G., Le Roux, J., "Deep Clustering-based Single Channel Speech Separation and Recent Advances", Acoustical Science and Technology, DOI: 10.1250/​ast.41.465, Vol. 41, No. 2, pp. 465-471, March 2020.
    BibTeX TR2021-020 PDF
    • @article{Aihara2020jun,
    • author = {Aihara, Ryo and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Deep Clustering-based Single Channel Speech Separation and Recent Advances}},
    • journal = {Acoustical Science and Technology},
    • year = 2020,
    • volume = 41,
    • number = 2,
    • pages = {465--471},
    • month = mar,
    • doi = {10.1250/ast.41.465},
    • url = {https://www.merl.com/publications/TR2021-020}
    • }
  •  He, W., Lee, T.-Y., van Baar, J., Wittenburg, K.B., Shen, H.-W., "DynamicsExplorer: Visual Analytics for Robot Control Tasks involving Dynamics and LSTM-based Control Policies", IEEE Pacific Visualization Symposium (PacificVis), DOI: 10.1109/​PacificVis48177.2020.7127, January 2020, pp. 36-45.
    BibTeX TR2020-011 PDF
    • @inproceedings{He2020jan,
    • author = {He, Wenbin and Lee, Teng-Yok and {van Baar}, Jeroen and Wittenburg, Kent B. and Shen, Han-Wei},
    • title = {{DynamicsExplorer: Visual Analytics for Robot Control Tasks involving Dynamics and LSTM-based Control Policies}},
    • booktitle = {IEEE Pacific Visualization Symposium (PacificVis)},
    • year = 2020,
    • pages = {36--45},
    • month = jan,
    • doi = {10.1109/PacificVis48177.2020.7127},
    • url = {https://www.merl.com/publications/TR2020-011}
    • }
  •  Chen, S., Duan, C., Yang, Y., Feng, C., Li, D., Tian, D., "Deep Unsupervised Learning of 3D Point Clouds via Graph Topology Inference and Filtering", IEEE Transactions on Image Processing, DOI: 10.1109/​TIP.2019.2957935, pp. 3183-3198, January 2020.
    BibTeX TR2020-004 PDF Data Software
    • @article{Chen2020jan,
    • author = {Chen, Siheng and Duan, Chaojing and Yang, Yaoqing and Feng, Chen and Li, Duanshun and Tian, Dong},
    • title = {{Deep Unsupervised Learning of 3D Point Clouds via Graph Topology Inference and Filtering}},
    • journal = {IEEE Transactions on Image Processing},
    • year = 2020,
    • pages = {3183--3198},
    • month = jan,
    • doi = {10.1109/TIP.2019.2957935},
    • url = {https://www.merl.com/publications/TR2020-004}
    • }
  •  Xu, H., Sun, H., Nikovski, D.N., Kitamura, S., Mori, K., Hashimoto, H., "Deep Reinforcement Learning for Joint Bidding and Pricing of Load Serving Entity", IEEE Transactions on smart grids, DOI: 10.1109/​TSG.2019.2903756, Vol. 10, No. 6, pp. 6366-6375, January 2020.
    BibTeX TR2020-003 PDF
    • @article{Xu2020jan,
    • author = {Xu, Hanchen and Sun, Hongbo and Nikovski, Daniel N. and Kitamura, Shoichi and Mori, Kazuyuki and Hashimoto, Hiroyuki},
    • title = {{Deep Reinforcement Learning for Joint Bidding and Pricing of Load Serving Entity}},
    • journal = {IEEE Transactions on smart grids},
    • year = 2020,
    • volume = 10,
    • number = 6,
    • pages = {6366--6375},
    • month = jan,
    • doi = {10.1109/TSG.2019.2903756},
    • issn = {1949-3061},
    • url = {https://www.merl.com/publications/TR2020-003}
    • }
  •  Chu, T., Kalabić, U., "Model-based deep reinforcement learning for CACC in mixed-autonomy vehicle platoons", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9030110, December 2019, pp. 4079-4084.
    BibTeX TR2019-142 PDF
    • @inproceedings{Chu2019dec,
    • author = {Chu, Tianshu and Kalabić, Uroš},
    • title = {{Model-based deep reinforcement learning for CACC in mixed-autonomy vehicle platoons}},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • pages = {4079--4084},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9030110},
    • url = {https://www.merl.com/publications/TR2019-142}
    • }
  •  Fujihashi, T., Koike-Akino, T., Watanabe, T., Orlik, P.V., "DNN-based Simultaneous Screen-to-Camera and Screen-to-Eye Communications", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/​GLOBECOM38437.2019.9013967, December 2019.
    BibTeX TR2019-132 PDF
    • @inproceedings{Fujihashi2019dec,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi and Orlik, Philip V.},
    • title = {{DNN-based Simultaneous Screen-to-Camera and Screen-to-Eye Communications}},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2019,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GLOBECOM38437.2019.9013967},
    • issn = {2576-6813},
    • isbn = {978-1-7281-0962-6},
    • url = {https://www.merl.com/publications/TR2019-132}
    • }
  •  Jespersen, M.H., Pajovic, M., Koike-Akino, T., Wang, Y., Popovski, P., Orlik, P.V., "Deep Learning for Synchronization and Channel Estimation in NB-IoT Random Access Channel", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/​GLOBECOM38437.2019.9013510, December 2019.
    BibTeX TR2019-140 PDF
    • @inproceedings{Jespersen2019dec,
    • author = {Jespersen, Mads Helge and Pajovic, Milutin and Koike-Akino, Toshiaki and Wang, Ye and Popovski, Petar and Orlik, Philip V.},
    • title = {{Deep Learning for Synchronization and Channel Estimation in NB-IoT Random Access Channel}},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2019,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GLOBECOM38437.2019.9013510},
    • issn = {2576-6813},
    • isbn = {978-1-7281-0962-6},
    • url = {https://www.merl.com/publications/TR2019-140}
    • }
  •  Liu, B., Wei, Z., Yuan, J., Pajovic, M., "Deep Learning Assisted User Identification in Massive Machine-Type Communications", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/​GLOBECOM38437.2019.9014177, December 2019, pp. 1-6.
    BibTeX TR2019-134 PDF
    • @inproceedings{Liu2019dec,
    • author = {Liu, Bryan and Wei, Zhiqiang and Yuan, Jinhong and Pajovic, Milutin},
    • title = {{Deep Learning Assisted User Identification in Massive Machine-Type Communications}},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2019,
    • pages = {1--6},
    • month = dec,
    • doi = {10.1109/GLOBECOM38437.2019.9014177},
    • url = {https://www.merl.com/publications/TR2019-134}
    • }
  •  Zhang, Z., Wu, Y., Wang, G., "Unsupervised Deep Feature Transfer for Low Resolution Image Classification", IEEE International Conference on Computer Vision Workshops (ICCV), DOI: 10.1109/​ICCVW.2019.00136, October 2019, pp. 1065-1069.
    BibTeX TR2019-127 PDF
    • @inproceedings{Zhang2019oct,
    • author = {Zhang, Ziming and Wu, Yuanwei and Wang, Guanghui},
    • title = {{Unsupervised Deep Feature Transfer for Low Resolution Image Classification}},
    • booktitle = {IEEE International Conference on Computer Vision Workshops (ICCV)},
    • year = 2019,
    • pages = {1065--1069},
    • month = oct,
    • doi = {10.1109/ICCVW.2019.00136},
    • url = {https://www.merl.com/publications/TR2019-127}
    • }
  •  Wu, Y., Marks, T.K., Cherian, A., Chen, S., Feng, C., Wang, G., Sullivan, A., "Unsupervised Joint 3D Object Model Learning and 6D Pose Estimation for Depth-Based Instance Segmentation", IEEE ICCV Workshop on Recovering 6D Object Pose, DOI: 10.1109/​ICCVW.2019.00339, October 2019, pp. 2777-2786.
    BibTeX TR2019-118 PDF
    • @inproceedings{Wu2019oct,
    • author = {Wu, Yuanwei and Marks, Tim K. and Cherian, Anoop and Chen, Siheng and Feng, Chen and Wang, Guanghui and Sullivan, Alan},
    • title = {{Unsupervised Joint 3D Object Model Learning and 6D Pose Estimation for Depth-Based Instance Segmentation}},
    • booktitle = {IEEE ICCV Workshop on Recovering 6D Object Pose},
    • year = 2019,
    • pages = {2777--2786},
    • month = oct,
    • doi = {10.1109/ICCVW.2019.00339},
    • url = {https://www.merl.com/publications/TR2019-118}
    • }
  •  Maske, H., Chu, T., Kalabić, U., "Large-scale traffic control using autonomous vehicles and decentralized deep reinforcement learning", IEEE Intelligent Transportation Systems Conference (ITSC), DOI: 10.1109/​ITSC.2019.8916776, October 2019, pp. 3816-3821.
    BibTeX TR2019-126 PDF
    • @inproceedings{Maske2019oct,
    • author = {Maske, Harshal and Chu, Tianshu and Kalabić, Uroš},
    • title = {{Large-scale traffic control using autonomous vehicles and decentralized deep reinforcement learning}},
    • booktitle = {Proc. IEEE Intelligent Transportation Systems Conf.},
    • year = 2019,
    • pages = {3816--3821},
    • month = oct,
    • doi = {10.1109/ITSC.2019.8916776},
    • url = {https://www.merl.com/publications/TR2019-126}
    • }