Publications

763 / 4,109 publications found.


  •  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), Zhang, T. and Dudik, M. and Jaggi, M. and Agarwal, A. and Li, S. and Schuurmans, D. and Zhu, J. and Berkenkamp, F. and Dong, H. and Bietti, A., Eds., July 2026, vol. 306, pp. 44412-44432.
    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,
    • editor = {Zhang, T. and Dudik, M. and Jaggi, M. and Agarwal, A. and Li, S. and Schuurmans, D. and Zhu, J. and Berkenkamp, F. and Dong, H. and Bietti, A.},
    • volume = 306,
    • pages = {44412--44432},
    • month = jul,
    • publisher = {Proceedings of Machine Learning Research (PMLR)},
    • 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), Zhang, T. and Dudik, M. and Jaggi, M. and Agarwal, A. and Li, S. and Schuurmans, D. and Zhu, J. and Berkenkamp, F. and Dong, H. and Bietti, A., Eds., July 2026, vol. 306, pp. 106818-106844.
    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,
    • editor = {Zhang, T. and Dudik, M. and Jaggi, M. and Agarwal, A. and Li, S. and Schuurmans, D. and Zhu, J. and Berkenkamp, F. and Dong, H. and Bietti, A.},
    • volume = 306,
    • pages = {106818--106844},
    • month = jul,
    • publisher = {Proceedings of Machine Learning Research (PMLR)},
    • 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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Hsieh, J.-W., Wu, Y.-H., Hsieh, Y.-K., Li, X., Peng, K.-C., Chang, M.-C., "SoREL: Soft-Label Refurbishment with Ensemble Learning for Noisy Long-Tailed Classification", CVPR Findings, June 2026.
    BibTeX TR2026-075 PDF
    • @inproceedings{Hsieh2026jun2,
    • author = {Hsieh, Jun-Wei and Wu, Ying-Hsuan and Hsieh, Yi-Kuan and Li, Xin and Peng, Kuan-Chuan and Chang, Ming-Ching},
    • title = {{SoREL: Soft-Label Refurbishment with Ensemble Learning for Noisy Long-Tailed Classification}},
    • booktitle = {CVPR Findings},
    • year = 2026,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-075}
    • }
  •  Hsieh, J.-W., Wu, Y.-H., Hsieh, Y.-K., Li, X., Peng, K.-C., Chang, M.-C., "SoREL: Soft-Label Refurbishment with Ensemble Learning for Noisy Long-Tailed Classification Supplementary Material", CVPR Findings, June 2026.
    BibTeX TR2026-074 PDF
    • @inproceedings{Hsieh2026jun,
    • author = {Hsieh, Jun-Wei and Wu, Ying-Hsuan and Hsieh, Yi-Kuan and Li, Xin and Peng, Kuan-Chuan and Chang, Ming-Ching},
    • title = {{SoREL: Soft-Label Refurbishment with Ensemble Learning for Noisy Long-Tailed Classification Supplementary Material}},
    • booktitle = {CVPR Findings},
    • year = 2026,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-074}
    • }
  •  Li, D., Zhang, J., Egger, B., Chatterjee, M., Lohit, S., Marks, T.K., Cherian, A., "AssemblyBench: Physics-Aware Assembly of Complex Industrial Objects", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2026, pp. 17326-17335.
    BibTeX TR2026-076 PDF Video Data Software
    • @inproceedings{Li2026jun,
    • author = {Li, Danrui and Zhang, Jiahao and Egger, Bernhard and Chatterjee, Moitreya and Lohit, Suhas and Marks, Tim K. and Cherian, Anoop},
    • title = {{AssemblyBench: Physics-Aware Assembly of Complex Industrial Objects}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2026,
    • pages = {17326--17335},
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-076}
    • }
  •  Liu, X., Miraldo, P., Lohit, S., Jiang, H., Sawada, N., Tai, Y.-W., Tang, C.-K., Chatterjee, M., "Point4Cast: Streaming Dynamic Scene Reconstruction and Forecasting", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2026, pp. 14600-14611.
    BibTeX TR2026-077 PDF
    • @inproceedings{Liu2026jun,
    • author = {Liu, Xinhang and Miraldo, Pedro and Lohit, Suhas and Jiang, Huaizu and Sawada, Naoko and Tai, Yu-Wing and Tang, Chi-Keung and Chatterjee, Moitreya},
    • title = {{Point4Cast: Streaming Dynamic Scene Reconstruction and Forecasting}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2026,
    • pages = {14600--14611},
    • month = jun,
    • url = {https://www.merl.com/publications/TR2026-077}
    • }
  •  Kojima, K., Koike-Akino, T., "Photonic Neural Networks without Nonlinear Optical Devices", Conference on Lasers and Electro-Optics (CLEO), May 2026.
    BibTeX TR2026-102 PDF
    • @inproceedings{Kojima2026may,
    • author = {Kojima, Keisuke and Koike-Akino, Toshiaki},
    • title = {{Photonic Neural Networks without Nonlinear Optical Devices}},
    • booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
    • year = 2026,
    • month = may,
    • url = {https://www.merl.com/publications/TR2026-102}
    • }
  •  Ding, T., Xie, Y., Liang, Y., Chatterjee, M., Miraldo, P., Jiang, H., "LASER: Layer-wise Scale Alignment for Training-Free Streaming 4D Reconstruction", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), May 2026.
    BibTeX TR2026-055 PDF
    • @inproceedings{Ding2026may,
    • author = {Ding, Tianye and Xie, Yiming and Liang, Yiqing and Chatterjee, Moitreya and Miraldo, Pedro and Jiang, Huaizu},
    • title = {{LASER: Layer-wise Scale Alignment for Training-Free Streaming 4D Reconstruction}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2026,
    • month = may,
    • url = {https://www.merl.com/publications/TR2026-055}
    • }
  •  Manam, L., Govindu, V., "Parallel Rigidity Matters for Bundle Adjustment", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), May 2026, pp. 29035-29046.
    BibTeX TR2026-053 PDF Video Presentation
    • @inproceedings{Lalit2026may,
    • author = {{Manam, Lalit and Govindu, Venu}},
    • title = {{Parallel Rigidity Matters for Bundle Adjustment}},
    • booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2026,
    • pages = {29035--29046},
    • month = may,
    • url = {https://www.merl.com/publications/TR2026-053}
    • }
  •  Piedade, V., Manam, L., Yamazaki, M., Miraldo, P., "Revisiting Monocular SLAM with Spatio-Temporal Scene Modeling", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), May 2026.
    BibTeX TR2026-056 PDF Video Software Presentation
    • @inproceedings{Piedade2026may,
    • author = {{Piedade, Valter and Manam, Lalit and Yamazaki, Masashi and Miraldo, Pedro}},
    • title = {{Revisiting Monocular SLAM with Spatio-Temporal Scene Modeling}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2026,
    • month = may,
    • url = {https://www.merl.com/publications/TR2026-056}
    • }
  •  Cherian, A., Corcodel, R., Jain, S., Romeres, D., "LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines", International Conference on Artificial Intelligence and Statistics (AISTATS), May 2026.
    BibTeX TR2026-052 PDF Data Software
    • @inproceedings{Cherian2026may,
    • author = {Cherian, Anoop and Corcodel, Radu and Jain, Siddarth and Romeres, Diego},
    • title = {{LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines}},
    • booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
    • year = 2026,
    • month = may,
    • url = {https://www.merl.com/publications/TR2026-052}
    • }
  •  Aihara, R., Masuyama, Y., Paissan, F., Germain, F.G., Wichern, G., Le Roux, J., "SUNAC: Source-aware Unified Neural Audio Codec", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP55912.2026.11461849, May 2026, pp. 14427-14431.
    BibTeX TR2026-032 PDF
    • @inproceedings{Aihara2026may,
    • author = {Aihara, Ryo and Masuyama, Yoshiki and Paissan, Francesco and Germain, François G and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{SUNAC: Source-aware Unified Neural Audio Codec}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2026,
    • pages = {14427--14431},
    • month = may,
    • doi = {10.1109/ICASSP55912.2026.11461849},
    • url = {https://www.merl.com/publications/TR2026-032}
    • }
  •  Han, J., Wang, R., Masuyama, Y., Delcroix, M., Rohdin, J., Du, J., Burget, L., "Spatially Aware Self-Supervised Models for Multi-Channel Neural Speaker Diarization", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP55912.2026.11463023, May 2026, pp. 17447-17451.
    BibTeX TR2026-047 PDF
    • @inproceedings{Han2026may,
    • author = {Han, Jiangyu and Wang, Ruoyu and Masuyama, Yoshiki and Delcroix, Marc and Rohdin, Johan and Du, Jun and Burget, Lukáš},
    • title = {{Spatially Aware Self-Supervised Models for Multi-Channel Neural Speaker Diarization}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2026,
    • pages = {17447--17451},
    • month = may,
    • doi = {10.1109/ICASSP55912.2026.11463023},
    • url = {https://www.merl.com/publications/TR2026-047}
    • }
  •  Kato, S., Wang, P., Fujihashi, T., Markham, A., "Heatmap-to-SMPL Multi-View Radar Transformer for Multi-Person 3D Pose Estimation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP55912.2026.11463668, May 2026.
    BibTeX TR2026-040 PDF
    • @inproceedings{Kato2026may,
    • author = {Kato, Sorachi and Wang, Pu and Fujihashi, Takuya and Markham, Andrew},
    • title = {{Heatmap-to-SMPL Multi-View Radar Transformer for Multi-Person 3D Pose Estimation}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2026,
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP55912.2026.11463668},
    • issn = {2379-190X},
    • isbn = {979-8-3315-6701-9},
    • url = {https://www.merl.com/publications/TR2026-040}
    • }
  •  Masuyama, Y., Germain, F.G., Wichern, G., Hori, C., Le Roux, J., "Velocity Potential Neural Field for Efficient Ambisonics Impulse Response Modeling", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP55912.2026.11460631, May 2026, pp. 22582-22586.
    BibTeX TR2026-033 PDF
    • @inproceedings{Masuyama2026may,
    • author = {Masuyama, Yoshiki and Germain, François G and Wichern, Gordon and Hori, Chiori and {Le Roux}, Jonathan},
    • title = {{Velocity Potential Neural Field for Efficient Ambisonics Impulse Response Modeling}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2026,
    • pages = {22582--22586},
    • month = may,
    • doi = {10.1109/ICASSP55912.2026.11460631},
    • url = {https://www.merl.com/publications/TR2026-033}
    • }
  •  Masuyama, Y., Saijo, K., Paissan, F., Han, J., Delcroix, M., Aihara, R., Germain, F.G., Wichern, G., Le Roux, J., "FlexIO: Flexible Single- and Multi-Channel Speech Separation and Enhancement", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP55912.2026.11462393, May 2026, pp. 14417-14421.
    BibTeX TR2026-034 PDF
    • @inproceedings{Masuyama2026may2,
    • author = {Masuyama, Yoshiki and Saijo, Kohei and Paissan, Francesco and Han, Jiangyu and Delcroix, Marc and Aihara, Ryo and Germain, François G and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{FlexIO: Flexible Single- and Multi-Channel Speech Separation and Enhancement}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2026,
    • pages = {14417--14421},
    • month = may,
    • doi = {10.1109/ICASSP55912.2026.11462393},
    • url = {https://www.merl.com/publications/TR2026-034}
    • }
  •  Aihara, R., Masuyama, Y., Germain, F.G., Wichern, G., Le Roux, J., "Exploring Disentangled Neural Speech Codecs from Self-Supervised Representations", IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), DOI: 10.1109/​ICASSP55912.2026.11462776, May 2026, pp. 21992-21996.
    BibTeX TR2026-035 PDF
    • @inproceedings{Aihara2026may2,
    • author = {Aihara, Ryo and Masuyama, Yoshiki and Germain, François G and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Exploring Disentangled Neural Speech Codecs from Self-Supervised Representations}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)},
    • year = 2026,
    • pages = {21992--21996},
    • month = may,
    • doi = {10.1109/ICASSP55912.2026.11462776},
    • url = {https://www.merl.com/publications/TR2026-035}
    • }
  •  Bimbraw, K., Wang, Y., Liu, J., Koike-Akino, T., "GPT Sonography: Hand Gesture Decoding from Forearm Ultrasound Images via a Large Vision-Language Model", IEEE Access, DOI: 10.1109/​ACCESS.2026.3687477, Vol. 14, pp. 70724-70736, April 2026.
    BibTeX TR2026-054 PDF
    • @article{Bimbraw2026may,
    • author = {Bimbraw, Keshav and Wang, Ye and Liu, Jing and Koike-Akino, Toshiaki},
    • title = {{GPT Sonography: Hand Gesture Decoding from Forearm Ultrasound Images via a Large Vision-Language Model}},
    • journal = {IEEE Access},
    • year = 2026,
    • volume = 14,
    • pages = {70724--70736},
    • month = may,
    • doi = {10.1109/ACCESS.2026.3687477},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2026-054}
    • }