- 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}
- }
- Kumar, A., Marks, T.K., Mou, W., Wang, Y., Cherian, A., Jones, M.J., Liu, X., Koike-Akino, T., Feng, C., "LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR42600.2020.00826, June 2020.
BibTeX TR2020-067 PDF Video Data Software- @inproceedings{Kumar2020jun,
- author = {Kumar, Abhinav and Marks, Tim K. and Mou, Wenxuan and Wang, Ye and Cherian, Anoop and Jones, Michael J. and Liu, Xiaoming and Koike-Akino, Toshiaki and Feng, Chen},
- title = {LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2020,
- month = jun,
- publisher = {IEEE},
- doi = {10.1109/CVPR42600.2020.00826},
- issn = {2575-7075},
- isbn = {978-1-7281-7168-5},
- url = {https://www.merl.com/publications/TR2020-067}
- }
- Wu, P., Chen, S., "MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird’s Eye View Maps", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR42600.2020.01140, June 2020, pp. 11382-11392.
BibTeX TR2020-068 PDF Data Software- @inproceedings{Wu2020jun,
- author = {Wu, Pengxiang and Chen, Siheng},
- title = {MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird’s Eye View Maps},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2020,
- pages = {11382--11392},
- month = jun,
- doi = {10.1109/CVPR42600.2020.01140},
- url = {https://www.merl.com/publications/TR2020-068}
- }
- Fujihashi, T., Koike-Akino, T., Chen, S., Watanabe, T., "Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks", arXiv, June 2020.
BibTeX arXiv- @article{Fujihashi2020jun,
- author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Chen, Siheng and Watanabe, Takashi},
- title = {Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks},
- journal = {arXiv},
- year = 2020,
- month = jun,
- url = {https://arxiv.org/abs/2006.09835}
- }
- 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}
- }
- 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}
- }
- 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}
- }
- 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}
- }
- 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}
- }
- Fujihashi, T., Koike-Akino, T., Watanabe, T., Orlik, P.V., "DNN-based Overhead Reduction for High-Quality Soft Delivery", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/GLOBECOM38437.2019.9014124, December 2019.
BibTeX TR2019-133 PDF- @inproceedings{Fujihashi2019dec2,
- author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi and Orlik, Philip V.},
- title = {DNN-based Overhead Reduction for High-Quality Soft Delivery},
- booktitle = {IEEE Global Communications Conference (GLOBECOM)},
- year = 2019,
- month = dec,
- publisher = {IEEE},
- doi = {10.1109/GLOBECOM38437.2019.9014124},
- issn = {2576-6813},
- isbn = {978-1-7281-0962-6},
- url = {https://www.merl.com/publications/TR2019-133}
- }
- 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}
- }
- Kavalerov, I., Wisdom, S., Erdogan, H., Patton, B., Wilson, K., Le Roux, J., Hershey, J., "Universal Sound Separation", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/WASPAA.2019.8937253, October 2019, pp. 170-174.
BibTeX TR2019-123 PDF- @inproceedings{Kavalerov2019oct,
- author = {Kavalerov, Ilya and Wisdom, Scott and Erdogan, Hakan and Patton, Brian and Wilson, Kevin and Le Roux, Jonathan and Hershey, John},
- title = {Universal Sound Separation},
- booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
- year = 2019,
- pages = {170--174},
- month = oct,
- doi = {10.1109/WASPAA.2019.8937253},
- issn = {1947-1629},
- isbn = {978-1-7281-1123-0},
- url = {https://www.merl.com/publications/TR2019-123}
- }
- Zhang, W., Jha, D.K., Laftchiev, E., Nikovski, D.N., "Multi-label Prediction in Time Series Data using Deep Neural Networks", International Journal for Prognostics and Health Management Special Issue on Applications of Deep Learning and Emerging Analytics, Vol. 10, pp. 0-12, September 2019.
BibTeX TR2019-110 PDF- @article{Zhang2019sep2,
- author = {Zhang, Wenyu and Jha, Devesh K. and Laftchiev, Emil and Nikovski, Daniel N.},
- title = {Multi-label Prediction in Time Series Data using Deep Neural Networks},
- journal = {International Journal for Prognostics and Health Management Special Issue on Applications of Deep Learning and Emerging Analytics},
- year = 2019,
- volume = 10,
- pages = {0--12},
- month = sep,
- note = {Special Issue on Deep Learning and Emerging Analytics},
- issn = {2153-2648},
- url = {https://www.merl.com/publications/TR2019-110}
- }
- Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Neural Turbo Equalization to Mitigate Fiber Nonlinearity", European Conference on Optical Communication (ECOC), DOI: 10.1049/cp.2019.0803, September 2019.
BibTeX TR2019-088 PDF Presentation- @inproceedings{Koike-Akino2019sep,
- author = {Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {Neural Turbo Equalization to Mitigate Fiber Nonlinearity},
- booktitle = {European Conference on Optical Communication (ECOC)},
- year = 2019,
- month = sep,
- publisher = {IET},
- doi = {10.1049/cp.2019.0803},
- isbn = {978-1-83953-185-9},
- url = {https://www.merl.com/publications/TR2019-088}
- }
- Karafiat, M., Baskar, M.K., Watanabe, S., Hori, T., Wiesner, M., Cernocky, J.H., "Analysis of Multilingual Sequence-to-Sequence Speech Recognition Systems", Interspeech, DOI: 10.21437/Interspeech.2019-2355//, September 2019, pp. 2019-2355.
BibTeX TR2019-103 PDF- @inproceedings{Karafiat2019sep,
- author = {Karafiat, Martin and Baskar, Murali Karthick and Watanabe, Shinji and Hori, Takaaki and Wiesner, Matthew and Cernocky, Jan, Honza},
- title = {Analysis of Multilingual Sequence-to-Sequence Speech Recognition Systems},
- booktitle = {Interspeech},
- year = 2019,
- pages = {2019--2355},
- month = sep,
- doi = {10.21437/Interspeech.2019-2355//},
- url = {https://www.merl.com/publications/TR2019-103}
- }