Publications

764 / 4,092 publications found.


  •  Terada, T., Mansour, H., Boufounos, P.T., Takahashi, R., "Deep-Unfolded Autofocus Imaging for Distributed MIMO Radar", IEEE International Conference on Image Processing (ICIP), September 2026.
    BibTeX TR2026-128 PDF
    • @inproceedings{Terada2026sep,
    • author = {Terada, Tsubasa and Mansour, Hassan and Boufounos, Petros T. and Takahashi, Ryuhei},
    • title = {{Deep-Unfolded Autofocus Imaging for Distributed MIMO Radar}},
    • booktitle = {IEEE International Conference on Image Processing (ICIP)},
    • year = 2026,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2026-128}
    • }
  •  Yu, B.-Y., Peng, K.-C., Hsieh, J.-W., "LEAP-VLA: Latent-Enhanced Action Prototyping via Continuous Residual Latent Spaces for Vision-Language-Action Models", European Conference on Computer Vision (ECCV), September 2026.
    BibTeX TR2026-127 PDF
    • @inproceedings{Yu2026sep,
    • author = {Yu, Bo-Yun and Peng, Kuan-Chuan and Hsieh, Jun-Wei},
    • title = {{LEAP-VLA: Latent-Enhanced Action Prototyping via Continuous Residual Latent Spaces for Vision-Language-Action Models}},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2026,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2026-127}
    • }
  •  Fujimura, T., Masuyama, Y., Wichern, G., Boeddeker, C., Richter, J., Le Roux, J., "NABEATs: Noise-Aware Audio Representation Learning", International Workshop on Acoustic Signal Enhancement (IWAENC), September 2026.
    BibTeX TR2026-124 PDF
    • @inproceedings{Fujimura2026sep,
    • author = {Fujimura, Takuya and Masuyama, Yoshiki and Wichern, Gordon and Boeddeker, Christoph and Richter, Julius and {Le Roux}, Jonathan},
    • title = {{NABEATs: Noise-Aware Audio Representation Learning}},
    • booktitle = {International Workshop on Acoustic Signal Enhancement (IWAENC)},
    • year = 2026,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2026-124}
    • }
  •  Lin, J., Masuyama, Y., Boeddeker, C., Richter, J., Wichern, G., Kim, M., Le Roux, J., "Few-Shot Room Impulse Response Interpolation in Latent Domains", International Workshop on Acoustic Signal Enhancement (IWAENC), September 2026.
    BibTeX TR2026-125 PDF
    • @inproceedings{Lin2026sep,
    • author = {Lin, Jackie and Masuyama, Yoshiki and Boeddeker, Christoph and Richter, Julius and Wichern, Gordon and Kim, Minje and {Le Roux}, Jonathan},
    • title = {{Few-Shot Room Impulse Response Interpolation in Latent Domains}},
    • booktitle = {International Workshop on Acoustic Signal Enhancement (IWAENC)},
    • year = 2026,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2026-125}
    • }
  •  Mitsui, Y., Aihara, R., Saito, T., Masuyama, Y., Boeddeker, C., Richter, J., Wichern, G., Le Roux, J., "Downstream-Task-Aware Unified Source Separation", International Workshop on Acoustic Signal Enhancement (IWAENC), September 2026.
    BibTeX TR2026-126 PDF
    • @inproceedings{Mitsui2026sep,
    • author = {Mitsui, Yoshiki and Aihara, Ryo and Saito, Tatsuhiko and Masuyama, Yoshiki and Boeddeker, Christoph and Richter, Julius and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Downstream-Task-Aware Unified Source Separation}},
    • booktitle = {International Workshop on Acoustic Signal Enhancement (IWAENC)},
    • year = 2026,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2026-126}
    • }
  •  Su, H., Liu, D., Inoue, H., Wang, Y., "Interpretable Physics-Informed Multimodal Deep Learning for Eccentricity-Severity Estimation of Induction Machines", International Conference on Electrical Machines (ICEM), September 2026.
    BibTeX TR2026-121 PDF
    • @inproceedings{Su2026sep,
    • author = {Su, Hanqi and Liu, Dehong and Inoue, Hiroshi and Wang, Yebin},
    • title = {{Interpretable Physics-Informed Multimodal Deep Learning for Eccentricity-Severity Estimation of Induction Machines}},
    • booktitle = {International Conference on Electrical Machines (ICEM)},
    • year = 2026,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2026-121}
    • }
  •  Sun, S., Wang, Y., Koike-Akino, T., Yamamoto, T., Sakamoto, Y., Wang, B., "A BERT-Based Surrogate Model for Permanent Magnet Motor Cogging Torque Prediction", International Conference on Electrical Machines (ICEM), September 2026.
    BibTeX TR2026-123 PDF
    • @inproceedings{Sun2026sep,
    • author = {{Sun, Siyuan and Wang, Ye and Koike-Akino, Toshiaki and Yamamoto, Tatsuya and Sakamoto, Yusuke and Wang, Bingnan}},
    • title = {{A BERT-Based Surrogate Model for Permanent Magnet Motor Cogging Torque Prediction}},
    • booktitle = {International Conference on Electrical Machines (ICEM)},
    • year = 2026,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2026-123}
    • }
  •  Botvinick-Greenhouse, J., Ali, W.H., Benosman, M., Mowlavi, S., "AB-PINNs: Adaptive-Basis Physics-Informed Neural Networks for Residual-Driven Domain Decomposition", Machine Learning: Science and Technology, DOI: 10.1088/​2632-2153/​ae8638, Vol. 7, No. 045025, July 2026.
    BibTeX TR2026-116 PDF Software
    • @article{Botvinick-Greenhouse2026jul,
    • author = {Botvinick-Greenhouse, Jonah and Ali, Wael H. and Benosman, Mouhacine and Mowlavi, Saviz},
    • title = {{AB-PINNs: Adaptive-Basis Physics-Informed Neural Networks for Residual-Driven Domain Decomposition}},
    • journal = {Machine Learning: Science and Technology},
    • year = 2026,
    • volume = 7,
    • number = 045025,
    • month = jul,
    • doi = {10.1088/2632-2153/ae8638},
    • url = {https://www.merl.com/publications/TR2026-116}
    • }
  •  Schperberg, A., Tanaka, Y., Di Cairano, S., Hong, D., "MOBIUS: A Multi-Modal Bipedal Robot that can Walk, Crawl, Climb, and Roll", Robotics Science and Systems, July 2026.
    BibTeX TR2026-110 PDF Video
    • @inproceedings{Schperberg2026jul,
    • author = {Schperberg, Alexander and Tanaka, Yusuke and {Di Cairano}, Stefano and Hong, Dennis},
    • title = {{MOBIUS: A Multi-Modal Bipedal Robot that can Walk, Crawl, Climb, and Roll}},
    • booktitle = {Robotics Science and Systems},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-110}
    • }
  •  Wang, Y., Liu, J., Koike-Akino, T., "Temper and Tilt Lead to SLOP: Reward Hacking Mitigation with Inference-Time Alignment", International Conference on Machine Learning (ICML) Workshop on Agents in the Wild: Safety, Security, and Beyond, July 2026.
    BibTeX TR2026-094 PDF Presentation
    • @inproceedings{Wang2026jul,
    • author = {{Wang, Ye and Liu, Jing and Koike-Akino, Toshiaki}},
    • title = {{Temper and Tilt Lead to SLOP: Reward Hacking Mitigation with Inference-Time Alignment}},
    • booktitle = {International Conference on Machine Learning (ICML) Workshop on Agents in the Wild: Safety, Security, and Beyond},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-094}
    • }
  •  Koike-Akino, T., Liu, J., Wang, Y., "EinSort: Sorting is All We Need for Tensorizing LLM", International Conference on Machine Learning (ICML) Workshop, July 2026.
    BibTeX TR2026-093 PDF Presentation
    • @inproceedings{Koike-Akino2026jul,
    • author = {{Koike-Akino, Toshiaki and Liu, Jing and Wang, Ye}},
    • title = {{EinSort: Sorting is All We Need for Tensorizing LLM}},
    • booktitle = {International Conference on Machine Learning (ICML) Workshop},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-093}
    • }
  •  Rottman, A., Tonin, F., Wu, Y., Koike-Akino, T., Cevher, V., "Connecting Low-Rank Adapters and Policy Stability in GRPO Fine-Tuning", International Conference on Machine Learning (ICML) Workshop, July 2026.
    BibTeX TR2026-092 PDF
    • @inproceedings{Rottman2026jul,
    • author = {Rottman, Antonin and Tonin, Francesco and Wu, Yongtao and Koike-Akino, Toshiaki and Cevher, Volkan},
    • title = {{Connecting Low-Rank Adapters and Policy Stability in GRPO Fine-Tuning}},
    • booktitle = {International Conference on Machine Learning (ICML) Workshop},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-092}
    • }
  •  Klement, D., Masuyama, Y., Boeddeker, C., Saijo, K., Richter, J., Wichern, G., Le Roux, J., "Technical Report for MERL’s Real-TSE Challenge Submission," Tech. Rep. TR2026-112, Mitsubishi Electric Research Laboratories, July 2026.
    BibTeX TR2026-112 PDF
    • @techreport{Klement2026jul2,
    • author = {Klement, Dominik and Masuyama, Yoshiki and Boeddeker, Christoph and Saijo, Kohei and Richter, Julius and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Technical Report for MERL’s Real-TSE Challenge Submission}},
    • institution = {Real-TSE Challenge},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-112}
    • }
  •  Bhaskar, A., Tokekar, P., Di Cairano, S., Schperberg, A., "MIRROR: Multisensory Implicit Rejection-sampled RObotic policy", ICML 2026 Workshop on Structured Probabilistic Inference & Generative Modeling, July 2026.
    BibTeX TR2026-096 PDF
    • @inproceedings{Bhaskar2026jul,
    • author = {Bhaskar, Amisha and Tokekar, Pratap and {Di Cairano}, Stefano and Schperberg, Alexander},
    • title = {{MIRROR: Multisensory Implicit Rejection-sampled RObotic policy}},
    • booktitle = {ICML 2026 Workshop on Structured Probabilistic Inference \& Generative Modeling},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-096}
    • }
  •  Khan, N., Wichern, G., Laughman, C.R., "Reinforced Neural Processes: Memory-Efficient Time-Series Forecasting with a World-Feedback-Trained Memory Policy", ICML Workshop on Reinforcement Learning from World Feedback (RLxF), July 2026.
    BibTeX TR2026-095 PDF
    • @inproceedings{Khan2026jul,
    • author = {Khan, Nibraas and Wichern, Gordon and Laughman, Christopher R.},
    • title = {{Reinforced Neural Processes: Memory-Efficient Time-Series Forecasting with a World-Feedback-Trained Memory Policy}},
    • booktitle = {ICML Workshop on Reinforcement Learning from World Feedback (RLxF)},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-095}
    • }
  •  Hsieh, Y.-K., Peng, K.-C., Li, X., Chang, M.-C., Tseng, Y.-C., Hsieh, J.-W., "Partial Ring Scan: Revisiting Scan Order in Vision State Space Models", International Conference on Machine Learning (ICML), July 2026.
    BibTeX TR2026-091 PDF
    • @inproceedings{Hsieh2026jul,
    • author = {Hsieh, Yi-Kuan and Peng, Kuan-Chuan and Li, Xin and Chang, Ming-Ching and Tseng, Yu-Chee and Hsieh, Jun-Wei},
    • title = {{Partial Ring Scan: Revisiting Scan Order in Vision State Space Models}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-091}
    • }
  •  Moosa, I.M., Lohit, S., Wang, Y., Chatterjee, M., Yin, W., "Understanding Dynamic Compute Allocation in Recurrent Transformers", International Conference on Machine Learning (ICML), July 2026.
    BibTeX TR2026-090 PDF Software Presentation
    • @inproceedings{Moosa2026jul,
    • author = {{Moosa, Ibraheem Muhammad and Lohit, Suhas and Wang, Ye and Chatterjee, Moitreya and Yin, Wenpeng}},
    • title = {{Understanding Dynamic Compute Allocation in Recurrent Transformers}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-090}
    • }
  •  Safarov, S., Park, J., Jung, Y.G., Peng, K.-C., Kim, W., Bang, S., Camps, O., "Memory-Distilled Selection for Noise-Robust Anomaly Detection", International Conference on Machine Learning (ICML), July 2026.
    BibTeX TR2026-089 PDF
    • @inproceedings{Safarov2026jul,
    • author = {{Safarov, Sirojbek and Park, Jaewoo and Jung, Yoon G. and Peng, Kuan-Chuan and Kim, Wonchul and Bang, Seongdeok and Camps, Octavia}},
    • title = {{Memory-Distilled Selection for Noise-Robust Anomaly Detection}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2026,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2026-089}
    • }
  •  Fujimura, T., Wichern, G., Masuyama, Y., Boeddeker, C., Saijo, K., Richter, J., Edo, T., Le Roux, J., "The MERL Systems for DCASE 2026 Challenge Task 2," Tech. Rep. TR2026-100, IEEE AASP Challenge on Detection and Classification of Acoustic Scenes and Events (DCASE Challenge), June 2026.
    BibTeX TR2026-100 PDF
    • @techreport{Fujimura2026jun,
    • author = {{Fujimura, Takuya and Wichern, Gordon and Masuyama, Yoshiki and Boeddeker, Christoph and Saijo, Kohei and Richter, Julius and Edo, Takahiro and Le Roux, Jonathan}},
    • title = {{The MERL Systems for DCASE 2026 Challenge Task 2}},
    • institution = {IEEE AASP Challenge on Detection and Classification of Acoustic Scenes and Events (DCASE Challenge)},
    • year = 2026,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-100}
    • }
  •  Saijo, K., Masuyama, Y., Boeddeker, C., Wichern, G., Richter, J., Edo, T., Le Roux, J., "The MERL Systems for DCASE 2026 Challenge Task 4," Tech. Rep. TR2026-098, IEEE AASP Challenge on Detection and Classification of Acoustic Scenes and Events (DCASE Challenge), June 2026.
    BibTeX TR2026-098 PDF
    • @techreport{Saijo2026jun,
    • author = {{Saijo, Kohei and Masuyama, Yoshiki and Boeddeker, Christoph and Wichern, Gordon and Richter, Julius and Edo, Takahiro and Le Roux, Jonathan}},
    • title = {{The MERL Systems for DCASE 2026 Challenge Task 4}},
    • institution = {IEEE AASP Challenge on Detection and Classification of Acoustic Scenes and Events (DCASE Challenge)},
    • year = 2026,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-098}
    • }
  •  Yuan, W., Wang, P., Ahmadi, H., Liu, B., "Waveforms in 6G and Beyond", IEEE Communications Standards Magazine, DOI: 10.1109/​MCOMSTD.2026.3681093, Vol. 10, No. 2, pp. 96-97, June 2026.
    BibTeX TR2026-099 PDF
    • @article{Yuan2026jun,
    • author = {{Yuan, Weijie and Wang, Pu and Ahmadi, Hamed and Liu, Bryan}},
    • title = {{Waveforms in 6G and Beyond}},
    • journal = {IEEE Communications Standards Magazine},
    • year = 2026,
    • volume = 10,
    • number = 2,
    • pages = {96--97},
    • month = jun,
    • doi = {10.1109/MCOMSTD.2026.3681093},
    • issn = {2471-2833},
    • url = {https://www.merl.com/publications/TR2026-099}
    • }
  •  Lin, J.-T., Lu, Z., Wang, Y., "Closed-Loop Co-Design of Motors, Motions, and Feedback Control for Robotic Manipulators", Journal of Artificial Intelligence for Automation, DOI: 10.53941/​jaia.2026.100008, Vol. 1, No. 2, June 2026.
    BibTeX TR2026-088 PDF
    • @article{Lin2026jun2,
    • author = {Lin, Jue-Te and Lu, Zehui and Wang, Yebin},
    • title = {{Closed-Loop Co-Design of Motors, Motions, and Feedback Control for Robotic Manipulators}},
    • journal = {Journal of Artificial Intelligence for Automation},
    • year = 2026,
    • volume = 1,
    • number = 2,
    • month = jun,
    • doi = {10.53941/jaia.2026.100008},
    • url = {https://www.merl.com/publications/TR2026-088}
    • }
  •  Cherian, A., Lohit, S., Peng, K.-C., "WISE: Weighted Iterative Society-of-Experts for Multimodal Multi-Agent Debate with Probabilistic Consensus", ICML SCALE AI Workshop, June 2026.
    BibTeX TR2026-083 PDF
    • @inproceedings{Cherian2026jun,
    • author = {Cherian, Anoop and Lohit, Suhas and Peng, Kuan-Chuan},
    • title = {{WISE: Weighted Iterative Society-of-Experts for Multimodal Multi-Agent Debate with Probabilistic Consensus}},
    • booktitle = {ICML SCALE AI Workshop},
    • year = 2026,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-083}
    • }
  •  Chen, J., Koike-Akino, T., Wang, Y., Yamamoto, T., Sakamoto, Y., Wang, B., "Model Compression of Vision Transformer for Electric Motor Cogging Torque Prediction", IEEE World Congress on Computational Intelligence, June 2026.
    BibTeX TR2026-084 PDF
    • @inproceedings{Chen2026jun,
    • author = {Chen, Jian and Koike-Akino, Toshiaki and Wang, Ye and Yamamoto, Tatsuya and Sakamoto, Yusuke and Wang, Bingnan},
    • title = {{Model Compression of Vision Transformer for Electric Motor Cogging Torque Prediction}},
    • booktitle = {IEEE World Congress on Computational Intelligence},
    • year = 2026,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-084}
    • }
  •  Zhou, Q., Gan, C., Cherian, A., "LLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent Behavior", International Conference on Machine Learning (ICML), June 2026.
    BibTeX TR2026-081 PDF Video Software
    • @inproceedings{Zhou2026jun,
    • author = {Zhou, Qinhong and Gan, Chuang and Cherian, Anoop},
    • title = {{LLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent Behavior}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2026,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-081}
    • }