- Chakrabarty, A., Burns, D.J., Guay, M., Laughman, C.R., "Extremum seeking controller tuning for heat pump optimization using failure-robust Bayesian optimization", Journal of Process Control, DOI: 10.1016/j.jprocont.2022.11.006, Vol. 120, pp. 86-96, November 2022.
BibTeX TR2022-144 PDF- @article{Chakrabarty2022nov2,
- author = {Chakrabarty, Ankush and Burns, Daniel J. and Guay, Martin and Laughman, Christopher R.},
- title = {Extremum seeking controller tuning for heat pump optimization using failure-robust Bayesian optimization},
- journal = {Journal of Process Control},
- year = 2022,
- volume = 120,
- pages = {86--96},
- month = nov,
- doi = {10.1016/j.jprocont.2022.11.006},
- url = {https://www.merl.com/publications/TR2022-144}
- }
- 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}
- }