- Talreja, V., Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "End-to-End Deep Learning for Phase Noise-Robust Multi-Dimensional Geometric Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/ECOC48923.2020.9333382, November 2020.
BibTeX TR2020-155 PDF Video- @inproceedings{Talreja2020nov,
- author = {Talreja, Veeru and Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {End-to-End Deep Learning for Phase Noise-Robust Multi-Dimensional Geometric Shaping},
- booktitle = {European Conference on Optical Communication (ECOC)},
- year = 2020,
- month = nov,
- publisher = {IEEE},
- doi = {10.1109/ECOC48923.2020.9333382},
- isbn = {978-1-7281-7361-0},
- url = {https://www.merl.com/publications/TR2020-155}
- }
- Sun, H., Shoichi, K., Nikovski, D.N., Mori, K., Hashimoto, H., "Illegitimate Trade Detection for Electricity Energy Markets", International Conference on Smart Grids and Energy Systems (SGES), DOI: doi: 10.110910.1109/SGES51519.2020.00066, November 2020.
BibTeX TR2020-147 PDF- @inproceedings{Sun2020nov,
- author = {Sun, Hongbo and Shoichi, Kitamura and Nikovski, Daniel N. and Mori, Kazuyuki and Hashimoto, Hiroyuki},
- title = {Illegitimate Trade Detection for Electricity Energy Markets},
- booktitle = {International Conference on Smart Grids and Energy Systems (SGES)},
- year = 2020,
- month = nov,
- doi = {doi: 10.110910.1109/SGES51519.2020.00066},
- url = {https://www.merl.com/publications/TR2020-147}
- }
- 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), Kober, Jens and Ramos, Fabio and Tomlin, Calire, Eds., November 2020, pp. 1943-1957.
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,
- editor = {Kober, Jens and Ramos, Fabio and Tomlin, Calire},
- pages = {1943--1957},
- month = nov,
- publisher = {Proceedings of Machine Learning Research},
- url = {https://www.merl.com/publications/TR2020-144}
- }
- Ota, K., Sasaki, Y., Jha, D.K., Yoshiyasu, Y., Kanezaki, A., "Efficient Exploration in Constrained Environments with Goal-Oriented Reference Path", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), November 2020.
BibTeX TR2020-141 PDF Software- @inproceedings{Ota2020nov,
- author = {Ota, Kei and Sasaki, Yoko and Jha, Devesh K. and Yoshiyasu, Yusuke and Kanezaki, Asako},
- title = {Efficient Exploration in Constrained Environments with Goal-Oriented Reference Path},
- booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
- year = 2020,
- month = nov,
- url = {https://www.merl.com/publications/TR2020-141}
- }
- 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}
- }
- 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 Inverse Design of Integrated Nanophotonic Devices", Lasers and Photonics Reviews, DOI: 10.1002/lpor.202000287, Vol. 2020, pp. 2000287, October 2020.
BibTeX TR2020-135 PDF- @article{Tang2020oct,
- 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 Inverse Design of Integrated Nanophotonic Devices},
- journal = {Lasers and Photonics Reviews},
- year = 2020,
- volume = 2020,
- pages = 2000287,
- month = oct,
- doi = {10.1002/lpor.202000287},
- url = {https://www.merl.com/publications/TR2020-135}
- }
- Kojima, K., Tang, Y., Koike-Akino, T., Wang, Y., Jha, D.K., Parsons, K., TaherSima, M., Sang, F., Klamkin, J., Qi, M., "Inverse Design of Nanophotonic Devices using Deep Neural Networks", Asia Communications and Photonics Conference (ACP), September 2020, pp. Su1A.1.
BibTeX TR2020-130 PDF Video- @inproceedings{Kojima2020sep,
- author = {Kojima, Keisuke and Tang, Yingheng and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh K. and Parsons, Kieran and TaherSima, Mohammad and Sang, Fengqiao and Klamkin, Jonathan and Qi, Minghao},
- title = {Inverse Design of Nanophotonic Devices using Deep Neural Networks},
- booktitle = {Asia Communications and Photonics Conference (ACP)},
- year = 2020,
- pages = {Su1A.1},
- month = sep,
- publisher = {Optical Society of America},
- isbn = {978-1-943580-82-8},
- url = {https://www.merl.com/publications/TR2020-130}
- }
- Ioannidis, V.N., Chen, S., Giannakis, G.B., "Efficient and Stable Graph Scattering Transforms via Pruning", IEEE Transactions on Pattern Analysis and Machine Intelligence, DOI: 10.1109/TPAMI.2020.3025258, September 2020.
BibTeX TR2021-018 PDF- @article{Ioannidis2021mar,
- author = {Ioannidis, Vassilis N. and Chen, Siheng and Giannakis, Georgios B.},
- title = {Efficient and Stable Graph Scattering Transforms via Pruning},
- journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
- year = 2020,
- month = sep,
- doi = {10.1109/TPAMI.2020.3025258},
- url = {https://www.merl.com/publications/TR2021-018}
- }
- Pishdadian, F., Wichern, G., Le Roux, J., "Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/TASLP.2020.3013105, Vol. 28, pp. 2386-2399, September 2020.
BibTeX TR2020-126 PDF- @article{Pishdadian2020sep,
- author = {Pishdadian, Fatemeh and Wichern, Gordon and Le Roux, Jonathan},
- title = {Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision},
- journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
- year = 2020,
- volume = 28,
- pages = {2386--2399},
- month = sep,
- doi = {10.1109/TASLP.2020.3013105},
- url = {https://www.merl.com/publications/TR2020-126}
- }
- Cherian, A., Chatterjee, M., Ahuja, N., "Sound2Sight: Generating Visual Dynamics from Sound and Context", European Conference on Computer Vision (ECCV), Vedaldi, A., Bischof, H., Brox, Th., Frahm, J.-M., Eds., August 2020.
BibTeX TR2020-121 PDF Software- @inproceedings{Cherian2020aug,
- author = {Cherian, Anoop and Chatterjee, Moitreya and Ahuja, Narendra},
- title = {Sound2Sight: Generating Visual Dynamics from Sound and Context},
- booktitle = {European Conference on Computer Vision (ECCV)},
- year = 2020,
- editor = {Vedaldi, A., Bischof, H., Brox, Th., Frahm, J.-M.},
- month = aug,
- publisher = {Springer},
- url = {https://www.merl.com/publications/TR2020-121}
- }
- Han, M., Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Disentangled Adversarial Transfer Learning for Physiological Biosignals", International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), DOI: 10.1109/EMBC44109.2020.9175233, July 2020.
BibTeX TR2020-109 PDF Video Presentation- @inproceedings{Han2020jul,
- author = {Han, Mo and Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
- title = {Disentangled Adversarial Transfer Learning for Physiological Biosignals},
- booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
- year = 2020,
- month = jul,
- publisher = {IEEE},
- doi = {10.1109/EMBC44109.2020.9175233},
- issn = {1558-4615},
- isbn = {978-1-7281-1990-8},
- url = {https://www.merl.com/publications/TR2020-109}
- }
- 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}
- }
- 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}
- }
- 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), Findeisen, Sandra Hirche, Klaus Janschek, 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 = {Findeisen, Sandra Hirche, Klaus Janschek, 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- @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- @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}
- }