Publications

3,815 major publications by members of the MERL staff.


  •  Koike-Akino, T., Wang, Y., Kojima, K., Parsons, K., Yoshida, T., "Zero-Multiplier Sparse DNN Equalization for Fiber-Optic QAM Systems with Probabilistic Amplitude Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/​ECOC52684.2021.9605870, September 2021.
    BibTeX TR2021-110 PDF Presentation
    • @inproceedings{Koike-Akino2021sep,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Kojima, Keisuke and Parsons, Kieran and Yoshida, Tsuyoshi},
    • title = {{Zero-Multiplier Sparse DNN Equalization for Fiber-Optic QAM Systems with Probabilistic Amplitude Shaping}},
    • booktitle = {European Conference on Optical Communication (ECOC)},
    • year = 2021,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ECOC52684.2021.9605870},
    • isbn = {978-1-6654-3868-1},
    • url = {https://www.merl.com/publications/TR2021-110}
    • }
  •  Skvortcov, P., Koike-Akino, T., Millar, D.S., Kojima, K., Parsons, K., "Dual Coding Concatenation for Burst-Error Correction in Probabilistic Amplitude Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/​ECOC52684.2021.9605842, September 2021.
    BibTeX TR2021-111 PDF Presentation
    • @inproceedings{Skvortcov2021sep2,
    • author = {Skvortcov, Pavel and Koike-Akino, Toshiaki and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {{Dual Coding Concatenation for Burst-Error Correction in Probabilistic Amplitude Shaping}},
    • booktitle = {European Conference on Optical Communication (ECOC)},
    • year = 2021,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ECOC52684.2021.9605842},
    • isbn = {978-1-6654-3868-1},
    • url = {https://www.merl.com/publications/TR2021-111}
    • }
  •  Skvortcov, P., Millar, D.S., Phillips, I., Forysiak, W., Koike-Akino, T., Kojima, K., Parsons, K., "Experimental Analysis of Mismatched Soft-Demapping for Probabilistic Shaping in Short-Reach Nonlinear Transmission", European Conference on Optical Communication (ECOC), DOI: 10.1109/​ECOC52684.2021.9605820, September 2021.
    BibTeX TR2021-109 PDF
    • @inproceedings{Skvortcov2021sep,
    • author = {Skvortcov, Pavel and Millar, David S. and Phillips, Ian and Forysiak, Wladek and Koike-Akino, Toshiaki and Kojima, Keisuke and Parsons, Kieran},
    • title = {{Experimental Analysis of Mismatched Soft-Demapping for Probabilistic Shaping in Short-Reach Nonlinear Transmission}},
    • booktitle = {European Conference on Optical Communication (ECOC)},
    • year = 2021,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ECOC52684.2021.9605820},
    • isbn = {978-1-6654-3868-1},
    • url = {https://www.merl.com/publications/TR2021-109}
    • }
  •  Amadio, F., Dalla Libera, A., Carli, R., Romeres, D., "Model-Based Reinforcement Learning Using Monte Carlo Gradient Estimation", Automatica.it, September 2021.
    BibTeX TR2021-108 PDF
    • @inproceedings{Amadio2021sep,
    • author = {Amadio, Fabio and Dalla Libera, Alberto and Carli, Ruggero and Romeres, Diego},
    • title = {{Model-Based Reinforcement Learning Using Monte Carlo Gradient Estimation}},
    • booktitle = {Automatica.it},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-108}
    • }
  •  Higuchi, Y., Moritz, N., Le Roux, J., Hori, T., "Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition", Interspeech, DOI: 10.21437/​Interspeech.2021-571, September 2021, pp. 726-730.
    BibTeX TR2021-103 PDF
    • @inproceedings{Higuchi2021sep,
    • author = {Higuchi, Yosuke and Moritz, Niko and {Le Roux}, Jonathan and Hori, Takaaki},
    • title = {{Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {726--730},
    • month = sep,
    • doi = {10.21437/Interspeech.2021-571},
    • url = {https://www.merl.com/publications/TR2021-103}
    • }
  •  Haruna, M., Ogino, M., Koike-Akino, T., "Human x Machine Remote Fusion System: Visual Haptics Implementation," Tech. Rep., The Robotics Society of Japan (RSJ), September 2021.
    BibTeX
    • @techreport{Haruna2021sep,
    • author = {Haruna, Masaki and Ogino, Masaki and Koike-Akino, Toshiaki},
    • title = {{Human x Machine Remote Fusion System: Visual Haptics Implementation}},
    • institution = {The Robotics Society of Japan (RSJ)},
    • year = 2021,
    • month = sep
    • }
  •  Liu, B., Guo, J., Koike-Akino, T., Wang, Y., Kim, K.J., Parsons, K., Orlik, P.V., Hashimoto, S., Yuan, J., "Anomaly Detection and Diagnosis Using Pre-Processing and Time-Delay Autoencoder", IEEE International conference on emerging technologies and factory automation, September 2021.
    BibTeX TR2021-107 PDF
    • @inproceedings{Liu2021sep,
    • author = {Liu, Bryan and Guo, Jianlin and Koike-Akino, Toshiaki and Wang, Ye and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and Hashimoto, Shigeru and Yuan, Jinhong},
    • title = {{Anomaly Detection and Diagnosis Using Pre-Processing and Time-Delay Autoencoder}},
    • booktitle = {IEEE International conference on emerging technologies and factory automation},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-107}
    • }
  •  Tanaka, R., Nabi, S., Nonaka, M., "Airflow Optimization for Room Air Conditioners", Building Simulation 2021 Conference, September 2021.
    BibTeX TR2021-106 PDF
    • @inproceedings{Tanaka2021sep,
    • author = {Tanaka, Ryuta and Nabi, Saleh and Nonaka, Mio},
    • title = {{Airflow Optimization for Room Air Conditioners}},
    • booktitle = {Building Simulation 2021 Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-106}
    • }
  •  Chakrabarty, A., Maddalena, E., Qiao, H., Laughman, C.R., "Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization", Building Simulation Conference 2021, September 2021.
    BibTeX TR2021-105 PDF Video
    • @inproceedings{Chakrabarty2021sep,
    • author = {Chakrabarty, Ankush and Maddalena, Emilio and Qiao, Hongtao and Laughman, Christopher R.},
    • title = {{Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization}},
    • booktitle = {Building Simulation Conference 2021},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-105}
    • }
  •  Chakrabarty, A., Benosman, M., "Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization", Automatica, DOI: 10.1016/​j.automatica.2021.109860, August 2021.
    BibTeX TR2021-101 PDF
    • @article{Chakrabarty2021aug,
    • author = {Chakrabarty, Ankush and Benosman, Mouhacine},
    • title = {{Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization}},
    • journal = {Automatica},
    • year = 2021,
    • month = aug,
    • doi = {10.1016/j.automatica.2021.109860},
    • url = {https://www.merl.com/publications/TR2021-101}
    • }
  •  Qiao, H., Laughman, C.R., "Modeling and Analysis of Pressure Drop Oscillations in Horizontal Boiling Flow", International Refrigeration and Air Conditioning Conference (IRACC), August 2021.
    BibTeX TR2021-102 PDF
    • @inproceedings{Qiao2021aug,
    • author = {Qiao, Hongtao and Laughman, Christopher R.},
    • title = {{Modeling and Analysis of Pressure Drop Oscillations in Horizontal Boiling Flow}},
    • booktitle = {International Refrigeration and Air Conditioning Conference (IRACC)},
    • year = 2021,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2021-102}
    • }
  •  Koike-Akino, T., Wang, Y., "Evolution of Polar Coding", IEEE International Symposium on Topics in Coding (ISTC), August 2021.
    BibTeX TR2021-104 PDF
    • @inproceedings{Koike-Akino2021aug,
    • author = {Koike-Akino, Toshiaki and Wang, Ye},
    • title = {{Evolution of Polar Coding}},
    • booktitle = {IEEE International Symposium on Topics in Coding (ISTC)},
    • year = 2021,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2021-104}
    • }
  •  Hori, T., Moritz, N., Hori, C., Le Roux, J., "Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers", Interspeech, DOI: 10.21437/​Interspeech.2021-1643, August 2021, pp. 2097-2101.
    BibTeX TR2021-100 PDF
    • @inproceedings{Hori2021aug3,
    • author = {Hori, Takaaki and Moritz, Niko and Hori, Chiori and {Le Roux}, Jonathan},
    • title = {{Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {2097--2101},
    • month = aug,
    • doi = {10.21437/Interspeech.2021-1643},
    • url = {https://www.merl.com/publications/TR2021-100}
    • }
  •  Jain, S., Corcodel, R., van Baar, J., "Visual 3D Perception for Interactive Robotic Tactile Data Acquisition", IEEE International Conference on Automation Science and Engineering (CASE 2021), August 2021.
    BibTeX TR2021-092 PDF
    • @inproceedings{Jain2021aug,
    • author = {Jain, Siddarth and Corcodel, Radu and {van Baar}, Jeroen},
    • title = {{Visual 3D Perception for Interactive Robotic Tactile Data Acquisition}},
    • booktitle = {2021 IEEE International Conference on Automation Science and Engineering (CASE)},
    • year = 2021,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2021-092}
    • }
  •  Hori, C., Hori, T., Le Roux, J., "Optimizing Latency for Online Video Captioning Using Audio-VisualTransformers", Interspeech, DOI: 10.21437/​Interspeech.2021-1975, August 2021, pp. 586–590.
    BibTeX TR2021-093 PDF
    • @inproceedings{Hori2021aug2,
    • author = {Hori, Chiori and Hori, Takaaki and {Le Roux}, Jonathan},
    • title = {{Optimizing Latency for Online Video Captioning Using Audio-VisualTransformers}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {586–590},
    • month = aug,
    • publisher = {ISCA},
    • doi = {10.21437/Interspeech.2021-1975},
    • url = {https://www.merl.com/publications/TR2021-093}
    • }
  •  Moritz, N., Hori, T., Le Roux, J., "Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition", Interspeech, DOI: 10.21437/​Interspeech.2021-1693, August 2021, pp. 1822-1826.
    BibTeX TR2021-094 PDF
    • @inproceedings{Moritz2021aug,
    • author = {Moritz, Niko and Hori, Takaaki and {Le Roux}, Jonathan},
    • title = {{Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition}},
    • booktitle = {Interspeech},
    • year = 2021,
    • pages = {1822--1826},
    • month = aug,
    • doi = {10.21437/Interspeech.2021-1693},
    • url = {https://www.merl.com/publications/TR2021-094}
    • }
  •  Ravikumar, S., Quirynen, R., Bhagat, A., Zeino, E., Di Cairano, S., "Mixed-integer Programming for Centralized Coordination of Connected and Automated Vehicles in Dynamic Environment", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA48906.2021.9658675, August 2021, pp. 814-819.
    BibTeX TR2021-089 PDF
    • @inproceedings{Ravikumar2021aug,
    • author = {Ravikumar, Shreejith and Quirynen, Rien and Bhagat, Akshay and Zeino, Eyad and {Di Cairano}, Stefano},
    • title = {{Mixed-integer Programming for Centralized Coordination of Connected and Automated Vehicles in Dynamic Environment}},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2021,
    • pages = {814--819},
    • month = aug,
    • doi = {10.1109/CCTA48906.2021.9658675},
    • url = {https://www.merl.com/publications/TR2021-089}
    • }
  •  Greiff, M., Berntorp, K., Di Cairano, S., Kim, K.J., "Mixed-Integer Linear Regression Kalman Filters for GNSS Positioning", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA48906.2021.9659142, August 2021.
    BibTeX TR2021-090 PDF
    • @inproceedings{Greiff2021aug,
    • author = {Greiff, Marcus and Berntorp, Karl and {Di Cairano}, Stefano and Kim, Kyeong Jin},
    • title = {{Mixed-Integer Linear Regression Kalman Filters for GNSS Positioning}},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2021,
    • month = aug,
    • doi = {10.1109/CCTA48906.2021.9659142},
    • url = {https://www.merl.com/publications/TR2021-090}
    • }
  •  Menner, M., Berntorp, K., Di Cairano, S., "A Kalman Filter for Online Calibration of Optimal Controllers", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA48906.2021.9658684, August 2021, pp. 441-446.
    BibTeX TR2021-091 PDF
    • @inproceedings{Menner2021aug,
    • author = {Menner, Marcel and Berntorp, Karl and {Di Cairano}, Stefano},
    • title = {{A Kalman Filter for Online Calibration of Optimal Controllers}},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2021,
    • pages = {441--446},
    • month = aug,
    • doi = {10.1109/CCTA48906.2021.9658684},
    • url = {https://www.merl.com/publications/TR2021-091}
    • }
  •  Solomon, E., Yerazunis, W.S., "Robotic Applications of Mechanical Metamaterials Produced Using SLA 3D Printing: Cthulhu-Morphic Grippers", Solid Freeform Fabrication Symposium, DOI: 10.26153/​tsw/​17539, August 2021.
    BibTeX TR2021-088 PDF
    • @inproceedings{Solomon2021aug,
    • author = {Solomon, E. and Yerazunis, William S.},
    • title = {{Robotic Applications of Mechanical Metamaterials Produced Using SLA 3D Printing: Cthulhu-Morphic Grippers}},
    • booktitle = {Solid Freeform Fabrication Symposium},
    • year = 2021,
    • month = aug,
    • doi = {10.26153/tsw/17539},
    • url = {https://www.merl.com/publications/TR2021-088}
    • }
  •  Wang, S., Sun, H., Kim, K.J., Guo, J., Nikovski, D.N., "Solving Bernoulli Bandit Problems for Weather-relative Overhead Distribution Line Failures Forecasting", IEEE PES GM, DOI: 10.1109/​PESGM46819.2021.9638153, July 2021.
    BibTeX TR2021-087 PDF
    • @inproceedings{Wang2021jul2,
    • author = {Wang, Shengyi and Sun, Hongbo and Kim, Kyeong Jin and Guo, Jianlin and Nikovski, Daniel N.},
    • title = {{Solving Bernoulli Bandit Problems for Weather-relative Overhead Distribution Line Failures Forecasting}},
    • booktitle = {IEEE PES GM},
    • year = 2021,
    • month = jul,
    • doi = {10.1109/PESGM46819.2021.9638153},
    • url = {https://www.merl.com/publications/TR2021-087}
    • }
  •  Kojima, K., Koike-Akino, T., Tang, Y., Wang, Y., "Inverse design for integrated photonics using deep neural network", Integrated Photonics Research, Silicon and Nanophotonics (IPR), DOI: 10.1364/​IPRSN.2021.IF3A.6, July 2021.
    BibTeX TR2021-061 PDF
    • @inproceedings{Kojima2021jul,
    • author = {Kojima, Keisuke and Koike-Akino, Toshiaki and Tang, Yingheng and Wang, Ye},
    • title = {{Inverse design for integrated photonics using deep neural network}},
    • booktitle = {Integrated Photonics Research, Silicon and Nanophotonics (IPR)},
    • year = 2021,
    • month = jul,
    • doi = {10.1364/IPRSN.2021.IF3A.6},
    • url = {https://www.merl.com/publications/TR2021-061}
    • }
  •  Chakrabarty, A., Wichern, G., Laughman, C.R., "ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins", International Conference on Machine Learning (ICML), July 2021.
    BibTeX TR2021-086 PDF
    • @inproceedings{Chakrabarty2021jul,
    • author = {Chakrabarty, Ankush and Wichern, Gordon and Laughman, Christopher R.},
    • title = {{ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2021,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2021-086}
    • }
  •  Wang, Y., Aeron, S., Rakin, A.S., Koike-Akino, T., Moulin, P., "Robust Machine Learning via Privacy/Rate-Distortion Theory", IEEE International Symposium on Information Theory (ISIT), DOI: 10.1109/​ISIT45174.2021.9517751, July 2021.
    BibTeX TR2021-082 PDF Video Presentation
    • @inproceedings{Wang2021jul,
    • author = {Wang, Ye and Aeron, Shuchin and Rakin, Adnan S and Koike-Akino, Toshiaki and Moulin, Pierre},
    • title = {{Robust Machine Learning via Privacy/Rate-Distortion Theory}},
    • booktitle = {IEEE International Symposium on Information Theory (ISIT)},
    • year = 2021,
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.1109/ISIT45174.2021.9517751},
    • isbn = {978-1-5386-8210-4},
    • url = {https://www.merl.com/publications/TR2021-082}
    • }
  •  Zeng, T., Guo, J., Kim, K.J., Parsons, K., Orlik, P.V., Di Cairano, S., Saad, W., "Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning", IEEE Intelligent Vehicles Symposium, July 2021.
    BibTeX TR2021-083 PDF Video
    • @inproceedings{Zeng2021jul,
    • author = {Zeng, Tengchan and Guo, Jianlin and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and {Di Cairano}, Stefano and Saad, Walid},
    • title = {{Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning}},
    • booktitle = {IEEE Intelligent Vehicles Symposium},
    • year = 2021,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2021-083}
    • }