Publications

587 / 3,739 publications found.


  •  Chatterjee, M., Ahuja, N., Cherian, A., "Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source Separation", Advances in Neural Information Processing Systems (NeurIPS), November 2022.
    BibTeX TR2022-140 PDF Presentation
    • @inproceedings{Chatterjee2022nov,
    • author = {Chatterjee, Moitreya and Ahuja, Narendra and Cherian, Anoop},
    • title = {Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source Separation},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2022,
    • month = nov,
    • url = {https://www.merl.com/publications/TR2022-140}
    • }
  •  Yu, X., Smedemark-Margulies, N., Aeron, S., Koike-Akino, T., Moulin, P., Brand, M., Parsons, K., Wang, Y., "Improving Adversarial Robustness by Learning Shared Information", Pattern Recognition, DOI: 10.1016/​j.patcog.2022.109054, Vol. 134, pp. 109054, November 2022.
    BibTeX TR2022-141 PDF
    • @article{Yu2022nov,
    • author = {Yu, Xi and Smedemark-Margulies, Niklas and Aeron, Shuchin and Koike-Akino, Toshiaki and Moulin, Pierre and Brand, Matthew and Parsons, Kieran and Wang, Ye},
    • title = {Improving Adversarial Robustness by Learning Shared Information},
    • journal = {Pattern Recognition},
    • year = 2022,
    • volume = 134,
    • pages = 109054,
    • month = nov,
    • doi = {10.1016/j.patcog.2022.109054},
    • issn = {0031-3203},
    • url = {https://www.merl.com/publications/TR2022-141}
    • }
  •  Mowlavi, S., Nabi, S., "Optimal control of PDEs using physics-informed neural networks", Journal of Computational Physics, DOI: j.jcp.2022.111731, Vol. 473, pp. 111731, October 2022.
    BibTeX TR2022-143 PDF
    • @article{Mowlavi2022oct,
    • author = {Mowlavi, Saviz and Nabi, Saleh},
    • title = {Optimal control of PDEs using physics-informed neural networks},
    • journal = {Journal of Computational Physics},
    • year = 2022,
    • volume = 473,
    • pages = 111731,
    • month = oct,
    • doi = {j.jcp.2022.111731},
    • url = {https://www.merl.com/publications/TR2022-143}
    • }
  •  Ahmed, S.M., Lohit, S., Peng, K.-C., Jones, M.J., Roy Chowdhury, A.K., "Cross-Modal Knowledge Transfer Without Task-Relevant Source Data", European Conference on Computer Vision (ECCV), Avidan, S and Brostow, G and Cisse M and Farinella, G.M. and Hassner T., Eds., DOI: 10.1007/​978-3-031-19830-4_7, October 2022, pp. 111-127.
    BibTeX TR2022-135 PDF Video Software Presentation
    • @inproceedings{Ahmed2022oct,
    • author = {{Ahmed, Sk Miraj and Lohit, Suhas and Peng, Kuan-Chuan and Jones, Michael J. and Roy Chowdhury, Amit K.}},
    • title = {Cross-Modal Knowledge Transfer Without Task-Relevant Source Data},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2022,
    • editor = {Avidan, S and Brostow, G and Cisse M and Farinella, G.M. and Hassner T.},
    • pages = {111--127},
    • month = oct,
    • publisher = {Springer},
    • doi = {10.1007/978-3-031-19830-4_7},
    • isbn = {978-3-031-19830-4},
    • url = {https://www.merl.com/publications/TR2022-135}
    • }
  •  Xia, H., Wang, P., Ding, Z., "Incomplete Multi-view Domain Adaptation via Channel Enhancement and Knowledge Transfer", European Conference on Computer Vision (ECCV), DOI: 10.1007/​978-3-031-19830-4_12, October 2022.
    BibTeX TR2022-134 PDF
    • @inproceedings{Xia2022oct,
    • author = {{Xia, Haifeng and Wang, Pu and Ding, Zhengming}},
    • title = {Incomplete Multi-view Domain Adaptation via Channel Enhancement and Knowledge Transfer},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2022,
    • month = oct,
    • doi = {10.1007/978-3-031-19830-4_12},
    • isbn = {978-3-031-19830-4},
    • url = {https://www.merl.com/publications/TR2022-134}
    • }
  •  Paul, S., Roy Chowdhury, A.K., Cherian, A., "AVLEN: Audio-Visual-Language Embodied Navigation in 3D Environments", Advances in Neural Information Processing Systems (NeurIPS), October 2022, pp. 6236-6249.
    BibTeX TR2022-131 PDF Video Data Software
    • @inproceedings{Paul2022oct2,
    • author = {Paul, Sudipta and Roy Chowdhury, Amit K and Cherian, Anoop},
    • title = {AVLEN: Audio-Visual-Language Embodied Navigation in 3D Environments},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2022,
    • pages = {6236--6249},
    • month = oct,
    • url = {https://www.merl.com/publications/TR2022-131}
    • }
  •  Wang, B., Lin, C., Inoue, H., Kanemaru, M., "Topological Data Analysis for Electric Motor Eccentricity Fault Detection", Annual Conference of the IEEE Industrial Electronics Society (IECON), DOI: 10.1109/​IECON49645.2022.9968912, October 2022, pp. 1-6.
    BibTeX TR2022-130 PDF
    • @inproceedings{Wang2022oct2,
    • author = {Wang, Bingnan and Lin, Chungwei and Inoue, Hiroshi and Kanemaru, Makoto},
    • title = {Topological Data Analysis for Electric Motor Eccentricity Fault Detection},
    • booktitle = {Annual Conference of the IEEE Industrial Electronics Society (IECON)},
    • year = 2022,
    • pages = {1--6},
    • month = oct,
    • doi = {10.1109/IECON49645.2022.9968912},
    • url = {https://www.merl.com/publications/TR2022-130}
    • }
  •  Mansour, H., Lohit, S., Boufounos, P.T., "Distributed Radar Autofocus Imaging Using Deep Priors", IEEE International Conference on Image Processing (ICIP), DOI: 10.1109/​ICIP46576.2022.9897332, October 2022, pp. 2511-2515.
    BibTeX TR2022-129 PDF Video
    • @inproceedings{Mansour2022oct,
    • author = {{Mansour, Hassan and Lohit, Suhas and Boufounos, Petros T.}},
    • title = {Distributed Radar Autofocus Imaging Using Deep Priors},
    • booktitle = {IEEE International Conference on Image Processing (ICIP)},
    • year = 2022,
    • pages = {2511--2515},
    • month = oct,
    • doi = {10.1109/ICIP46576.2022.9897332},
    • url = {https://www.merl.com/publications/TR2022-129}
    • }
  •  Wang, Y., "Self-tuning Optimal Torque Control for Servomotor Drives Via Adaptive Dynamic Programming", IEEE International Conference on Systems, Man, and Cybernetics (SMC), DOI: 10.1109/​SMC53654.2022.9945395, October 2022.
    BibTeX TR2022-125 PDF
    • @inproceedings{Wang2022oct,
    • author = {Wang, Yebin},
    • title = {Self-tuning Optimal Torque Control for Servomotor Drives Via Adaptive Dynamic Programming},
    • booktitle = {IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
    • year = 2022,
    • month = oct,
    • doi = {10.1109/SMC53654.2022.9945395},
    • url = {https://www.merl.com/publications/TR2022-125}
    • }
  •  Koike-Akino, T., Wang, Y., "quEEGNet: Quantum AI for Biosignal Processing", IEEE Conference on Biomedical and Health Informatics (BHI), DOI: 10.1109/​BHI56158.2022.9926814, September 2022.
    BibTeX TR2022-121 PDF Video Presentation
    • @inproceedings{Koike-Akino2022sep,
    • author = {Koike-Akino, Toshiaki and Wang, Ye},
    • title = {quEEGNet: Quantum AI for Biosignal Processing},
    • booktitle = {IEEE Conference on Biomedical and Health Informatics (BHI)},
    • year = 2022,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/BHI56158.2022.9926814},
    • issn = {2641-3604},
    • isbn = {978-1-6654-8791-7},
    • url = {https://www.merl.com/publications/TR2022-121}
    • }
  •  Tsiligkaridis, A., Zhang, J., Paschalidis, I.C., Taguchi, H., Sakajo, S., Nikovski, D.N., "Context-Aware Destination and Time-To-Destination Prediction Using Machine Learning", IEEE International Smart Cities Conference, DOI: 10.1109/​ISC255366.2022.9922593, September 2022.
    BibTeX TR2022-120 PDF
    • @inproceedings{Tsiligkaridis2022sep,
    • author = {Tsiligkaridis, Athanasios and Zhang, Jing and Paschalidis, Ioannis Ch. and Taguchi, Hiroshi and Sakajo, Satoko and Nikovski, Daniel N.},
    • title = {Context-Aware Destination and Time-To-Destination Prediction Using Machine Learning},
    • booktitle = {IEEE International Smart Cities Conference},
    • year = 2022,
    • month = sep,
    • doi = {10.1109/ISC255366.2022.9922593},
    • url = {https://www.merl.com/publications/TR2022-120}
    • }
  •  Zawislak, R., Greiff, M., Kim, K.J., Berntorp, K., Di Cairano, S., Mao, K., Parsons, K., Orlik, P.V., Sato, Y., "GNSS Multipath Detection Aided by Unsupervised Domain Adaptation", ION-GNSS+ Conference, DOI: 10.33012/​2022.18333, September 2022, pp. 2127-2137.
    BibTeX TR2022-118 PDF
    • @inproceedings{Zawislak2022sep,
    • author = {Zawislak, Remy and Greiff, Marcus and Kim, Kyeong Jin and Berntorp, Karl and Di Cairano, Stefano and Mao, Konishi and Parsons, Kieran and Orlik, Philip V. and Sato, Yuki},
    • title = {GNSS Multipath Detection Aided by Unsupervised Domain Adaptation},
    • booktitle = {ION-GNSS+ Conference},
    • year = 2022,
    • pages = {2127--2137},
    • month = sep,
    • publisher = {Institute of Navigation},
    • doi = {10.33012/2022.18333},
    • url = {https://www.merl.com/publications/TR2022-118}
    • }
  •  Hori, C., Hori, T., Le Roux, J., "Low-Latency Streaming Scene-aware Interaction Using Audio-Visual Transformers", Interspeech, DOI: 10.21437/​Interspeech.2022-10891, September 2022, pp. 4511-4515.
    BibTeX TR2022-116 PDF
    • @inproceedings{Hori2022sep,
    • author = {Hori, Chiori and Hori, Takaaki and Le Roux, Jonathan},
    • title = {Low-Latency Streaming Scene-aware Interaction Using Audio-Visual Transformers},
    • booktitle = {Interspeech},
    • year = 2022,
    • pages = {4511--4515},
    • month = sep,
    • doi = {10.21437/Interspeech.2022-10891},
    • url = {https://www.merl.com/publications/TR2022-116}
    • }
  •  Tzinis, E., Wichern, G., Subramanian, A.S., Smaragdis, P., Le Roux, J., "Heterogeneous Target Speech Separation", Interspeech, DOI: 10.21437/​Interspeech.2022-10717, September 2022, pp. 1796-1800.
    BibTeX TR2022-115 PDF Video Presentation
    • @inproceedings{Tzinis2022sep,
    • author = {Tzinis, Efthymios and Wichern, Gordon and Subramanian, Aswin Shanmugam and Smaragdis, Paris and Le Roux, Jonathan},
    • title = {Heterogeneous Target Speech Separation},
    • booktitle = {Interspeech},
    • year = 2022,
    • pages = {1796--1800},
    • month = sep,
    • doi = {10.21437/Interspeech.2022-10717},
    • url = {https://www.merl.com/publications/TR2022-115}
    • }
  •  Zhan, S., Wichern, G., Laughman, C.R., Chong, A., Chakrabarty, A., "Calibrating building simulation models using multi-source datasets and meta-learned Bayesian optimization", Energy and Buildings, DOI: 10.1016/​j.enbuild.2022.112278, Vol. 270, pp. 112278, September 2022.
    BibTeX TR2022-072 PDF
    • @article{Zhan2023jan,
    • author = {Zhan, Sicheng and Wichern, Gordon and Laughman, Christopher R. and Chong, Adrian and Chakrabarty, Ankush},
    • title = {Calibrating building simulation models using multi-source datasets and meta-learned Bayesian optimization},
    • journal = {Energy and Buildings},
    • year = 2022,
    • volume = 270,
    • pages = 112278,
    • month = sep,
    • doi = {10.1016/j.enbuild.2022.112278},
    • url = {https://www.merl.com/publications/TR2022-072}
    • }
  •  Higuchi, Y., Moritz, N., Le Roux, J., Hori, T., "Momentum Pseudo-Labeling: Semi-Supervised ASR with Continuously Improving Pseudo-Labels", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2022.3195367, Vol. 16, No. 6, pp. 1424-1438, September 2022.
    BibTeX TR2022-112 PDF
    • @article{Higuchi2022sep,
    • author = {Higuchi, Yosuke and Moritz, Niko and Le Roux, Jonathan and Hori, Takaaki},
    • title = {Momentum Pseudo-Labeling: Semi-Supervised ASR with Continuously Improving Pseudo-Labels},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2022,
    • volume = 16,
    • number = 6,
    • pages = {1424--1438},
    • month = sep,
    • doi = {10.1109/JSTSP.2022.3195367},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2022-112}
    • }
  •  Russel, R.H., Benosman, M., van Baar, J., Corcodel, R., "Lyapunov Robust Constrained-MDPs for Sim2Real Transfer Learning" in Federated and Transfer Learning, August 2022.
    BibTeX TR2022-111 PDF
    • @incollection{Russel2022aug,
    • author = {Russel, Reazul Hasan and Benosman, Mouhacine and van Baar, Jeroen and Corcodel, Radu},
    • title = {Lyapunov Robust Constrained-MDPs for Sim2Real Transfer Learning},
    • booktitle = {Federated and Transfer Learning},
    • year = 2022,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2022-111}
    • }
  •  Koike-Akino, T., Wang, P., Yamashita, G., Tsujita, W., Nakajima, M., "Quantum Feature Extraction for THz Multi-Layer Imaging", International Conference on Infrared, Millimeter, and Terahertz Waves (IRMMW-THz), DOI: 10.1109/​IRMMW-THz50927.2022.9896037, August 2022.
    BibTeX TR2022-110 PDF Video Presentation
    • @inproceedings{Koike-Akino2022aug,
    • author = {Koike-Akino, Toshiaki and Wang, Pu and Yamashita, Genki and Tsujita, Wataru and Nakajima, M.},
    • title = {Quantum Feature Extraction for THz Multi-Layer Imaging},
    • booktitle = {International Conference on Infrared, Millimeter, and Terahertz Waves (IRMMW-THz)},
    • year = 2022,
    • month = aug,
    • publisher = {IEEE},
    • doi = {10.1109/IRMMW-THz50927.2022.9896037},
    • issn = {2162-2035},
    • isbn = {978-1-7281-9427-1},
    • url = {https://www.merl.com/publications/TR2022-110}
    • }
  •  Liu, Bryan, Koike-Akino, Toshiaki, Wang, Ye, Kim, Kyeong Jin, Brand, Matthew, Aeron, Shuchin, Parsons, Kieran, "Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning", Tech. Rep. TR2022-081, Mitsubishi Electric Research Laboratories, Cambridge, MA, August 2022.
    BibTeX TR2022-081 PDF
    • @techreport{MERL_TR2022-081,
    • author = {Liu, Bryan; Koike-Akino, Toshiaki; Wang, Ye; Kim, Kyeong Jin; Brand, Matthew; Aeron, Shuchin; Parsons, Kieran},
    • title = {Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning},
    • institution = {MERL - Mitsubishi Electric Research Laboratories},
    • address = {Cambridge, MA 02139},
    • number = {TR2022-081},
    • month = aug,
    • year = 2022,
    • url = {https://www.merl.com/publications/TR2022-081/}
    • }
  •  Kojima, K., Jung, M., Koike-Akino, T., Wang, Y., Brand, M., Parsons, K., "Deep Transfer Learning for Nanophotonic Device Design", Conference on Lasers and Electro-Optics (CLEO) Pacific Rim, July 2022.
    BibTeX TR2022-107 PDF
    • @inproceedings{Kojima2022jul,
    • author = {Kojima, Keisuke and Jung, Minwoo and Koike-Akino, Toshiaki and Wang, Ye and Brand, Matthew and Parsons, Kieran},
    • title = {Deep Transfer Learning for Nanophotonic Device Design},
    • booktitle = {Proceedings of the 2022 Conference on Lasers and Electro-Optics Pacific Rim},
    • year = 2022,
    • month = jul,
    • publisher = {Optica Publishing Group},
    • url = {https://www.merl.com/publications/TR2022-107}
    • }
  •  Yu, J., Wang, P., Koike-Akino, T., Wang, Y., Orlik, P.V., Buehrer, R.M., "Multi-Band Wi-Fi Sensing with Matched Feature Granularity", IEEE Internet of Things Journal, DOI: 10.1109/​JIOT.2022.3190826, July 2022.
    BibTeX TR2022-105 PDF
    • @article{Yu2022jul,
    • author = {Yu, Jianyuan and Wang, Pu and Koike-Akino, Toshiaki and Wang, Ye and Orlik, Philip V. and Buehrer, R. Michael},
    • title = {Multi-Band Wi-Fi Sensing with Matched Feature Granularity},
    • journal = {IEEE Internet of Things Journal},
    • year = 2022,
    • month = jul,
    • doi = {10.1109/JIOT.2022.3190826},
    • issn = {2327-4662},
    • url = {https://www.merl.com/publications/TR2022-105}
    • }
  •  Koike-Akino, T., Wang, Y., "AutoVAE: Mismatched Variational Autoencoder with Irregular Posterior Prior Pairing", IEEE International Symposium on Information Theory (ISIT), DOI: 10.1109/​ISIT50566.2022.9834769, July 2022.
    BibTeX TR2022-071 PDF Video Presentation
    • @inproceedings{Koike-Akino2022jul,
    • author = {Koike-Akino, Toshiaki and Wang, Ye},
    • title = {AutoVAE: Mismatched Variational Autoencoder with Irregular Posterior Prior Pairing},
    • booktitle = {IEEE International Symposium on Information Theory (ISIT)},
    • year = 2022,
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.1109/ISIT50566.2022.9834769},
    • issn = {2157-8117},
    • isbn = {978-1-6654-2159-1},
    • url = {https://www.merl.com/publications/TR2022-071}
    • }
  •  Xia, H., Wang, P., Koike-Akino, T., Wang, Y., Orlik, P.V., Ding, Z., "Adversarial Bi-Regressor Network for Domain Adaptive Regression", International Joint Conference on Artificial Intelligence (IJCAI), Lud De Raedt, Eds., DOI: 10.24963/​ijcai.2022/​501, July 2022, pp. 3608-3614.
    BibTeX TR2022-103 PDF
    • @inproceedings{Xia2022jul,
    • author = {Xia, Haifeng and Wang, Pu and Koike-Akino, Toshiaki and Wang, Ye and Orlik, Philip V. and Ding, Zhengming},
    • title = {Adversarial Bi-Regressor Network for Domain Adaptive Regression},
    • booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},
    • year = 2022,
    • editor = {Lud De Raedt},
    • pages = {3608--3614},
    • month = jul,
    • publisher = {IJCAI},
    • doi = {10.24963/ijcai.2022/501},
    • url = {https://www.merl.com/publications/TR2022-103}
    • }
  •  Rambhatla, S., Jones, M.J., Chellappa, R., "An Empirical Analysis of Boosting Deep Networks", International Joint Conference on Neural Networks (IJCNN), DOI: 10.1109/​IJCNN55064.2022.9892204, July 2022.
    BibTeX TR2022-075 PDF Presentation
    • @inproceedings{Rambhatla2022jul,
    • author = {Rambhatla, Sai and Jones, Michael J. and Chellappa, Rama},
    • title = {An Empirical Analysis of Boosting Deep Networks},
    • booktitle = {International Joint Conference on Neural Networks (IJCNN)},
    • year = 2022,
    • month = jul,
    • doi = {10.1109/IJCNN55064.2022.9892204},
    • url = {https://www.merl.com/publications/TR2022-075}
    • }
  •  Zhang, J., Tsiligkaridis, A., Taguchi, H., Raghunathan, A., Nikovski, D.N., "Transformer Networks for Predictive Group Elevator Control", European Control Conference (ECC), DOI: 10.23919/​ECC55457.2022.9838059, July 2022.
    BibTeX TR2022-100 PDF
    • @inproceedings{Zhang2022jul,
    • author = {Zhang, Jing and Tsiligkaridis, Athanasios and Taguchi, Hiroshi and Raghunathan, Arvind and Nikovski, Daniel N.},
    • title = {Transformer Networks for Predictive Group Elevator Control},
    • booktitle = {European Control Conference (ECC)},
    • year = 2022,
    • month = jul,
    • doi = {10.23919/ECC55457.2022.9838059},
    • url = {https://www.merl.com/publications/TR2022-100}
    • }