- Lai, Y.-H., Ebbers, J., Wang, Y.-C.F., Germain, F.G., Jones, M.J., Chatterjee, M., "UWAV: Uncertainty-weighted Weakly-supervised Audio-Visual Video Parsing", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2025.
BibTeX TR2025-072 PDF- @inproceedings{Lai2025jun,
- author = {Lai, Yung-Hsuan and Ebbers, Janek and Wang, Yu-Chiang Frank and Germain, François G and Jones, Michael J. and Chatterjee, Moitreya},
- title = {{UWAV: Uncertainty-weighted Weakly-supervised Audio-Visual Video Parsing}},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2025,
- month = jun,
- url = {https://www.merl.com/publications/TR2025-072}
- }
- Chen, X., Liu, J., Wang, Y., Brand, M., Wang, P., Koike-Akino, T., "TuneComp: Joint Fine-Tuning and Compression for Large Foundation Models", IEEE Conference on Computer Vision and Pattern Recognition (CVPR) workshop on Efficient and On-Device Generation, June 2025.
BibTeX TR2025-079 PDF- @inproceedings{Chen2025jun,
- author = {Chen, Xiangyu and Liu, Jing and Wang, Ye and Brand, Matthew and Wang, Pu and Koike-Akino, Toshiaki},
- title = {{TuneComp: Joint Fine-Tuning and Compression for Large Foundation Models}},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR) workshop on Efficient and On-Device Generation},
- year = 2025,
- month = jun,
- url = {https://www.merl.com/publications/TR2025-079}
- }
- Ni, Y., Wen, S., Koniusz, P., Cherian, A., "Noise Consistency Regularization for Improved Subject-Driven Image Synthesis", IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPR), June 2025.
BibTeX TR2025-073 PDF- @inproceedings{Ni2025jun,
- author = {Ni, Yao and Wen, Song and Koniusz, Piotr and Cherian, Anoop},
- title = {{Noise Consistency Regularization for Improved Subject-Driven Image Synthesis}},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPR)},
- year = 2025,
- month = jun,
- url = {https://www.merl.com/publications/TR2025-073}
- }
- Lu, K., Ma, C., Hori, C., Romeres, D., "KitchenVLA: Iterative Vision-Language Corrections for Robotic Execution of Human Tasks", IEEE International Conference on Robotics and Automation Workshop on Safely Leveraging Vision-Language Foundation Models in Robotics (SafeLVMs@ICRA), May 2025.
BibTeX TR2025-068 PDF- @inproceedings{Lu2025may,
- author = {Lu, Kai and Ma, Chenyang and Hori, Chiori and Romeres, Diego},
- title = {{KitchenVLA: Iterative Vision-Language Corrections for Robotic Execution of Human Tasks}},
- booktitle = {IEEE International Conference on Robotics and Automation Workshop on Safely Leveraging Vision-Language Foundation Models in Robotics (SafeLVMs@ICRA)},
- year = 2025,
- month = may,
- url = {https://www.merl.com/publications/TR2025-068}
- }
- Rashid, M.R.U., Dasu, V.A., Wang, Y., Tan, G.G., Mehnaz, S., "Trust Me, I Can Handle It: Self-Generated Adversarial Scenario Extrapolation for Robust Language Models", arXiv, May 2025.
BibTeX arXiv- @article{Rashid2025may,
- author = {Rashid, Md Rafi Ur and Dasu, Vishnu Asutosh and Wang, Ye and Tan, G. Gary and Mehnaz, Shagufta},
- title = {{Trust Me, I Can Handle It: Self-Generated Adversarial Scenario Extrapolation for Robust Language Models}},
- journal = {arXiv},
- year = 2025,
- month = may,
- url = {https://www.arxiv.org/abs/2505.17089}
- }
- Ji, D.-Y., Wang, B., Inoue, H., Kanemaru, M., "Motor Fault Detection with a Hybrid Physics-based and Data-Driven Method", IEEE International Electric Machines and Drives Conference (IEMDC), May 2025.
BibTeX TR2025-062 PDF- @inproceedings{Ji2025may,
- author = {Ji, Dai-Yan and Wang, Bingnan and Inoue, Hiroshi and Kanemaru, Makoto},
- title = {{Motor Fault Detection with a Hybrid Physics-based and Data-Driven Method}},
- booktitle = {IEEE International Electric Machines and Drives Conference (IEMDC)},
- year = 2025,
- month = may,
- url = {https://www.merl.com/publications/TR2025-062}
- }
- Hori, C., Kambara, M., Sugiura, K., Ota, K., Khurana, S., Jain, S., Corcodel, R., Jha, D.K., Romeres, D., Le Roux, J., "Interactive Robot Action Replanning using Multimodal LLM Trained from Human Demonstration Videos", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP49660.2025.10887717, April 2025.
BibTeX TR2025-034 PDF- @inproceedings{Hori2025mar,
- author = {Hori, Chiori and Kambara, Motonari and Sugiura, Komei and Ota, Kei and Khurana, Sameer and Jain, Siddarth and Corcodel, Radu and Jha, Devesh K. and Romeres, Diego and {Le Roux}, Jonathan},
- title = {{Interactive Robot Action Replanning using Multimodal {LLM} Trained from Human Demonstration Videos}},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2025,
- month = mar,
- doi = {10.1109/ICASSP49660.2025.10887717},
- url = {https://www.merl.com/publications/TR2025-034}
- }
- Chakrabarty, A., Vanfretti, L., Wang, Y., Mineyuki, T., Zhan, S., Tang, W.-T., Paulson, J.A., Deshpande, V.M., Bortoff, S.A., Laughman, C.R., "Time-Series Generative Networks for Synthesizing Realistic Scenarios in Occupant-Centric Building Simulation", Building Simulation, April 2025.
BibTeX TR2025-043 PDF- @article{Chakrabarty2025apr,
- author = {Chakrabarty, Ankush and Vanfretti, Luigi and Wang, Ye and Mineyuki, Takuma and Zhan, Sicheng and Tang, Wei-Ting and Paulson, Joel A. and Deshpande, Vedang M. and Bortoff, Scott A. and Laughman, Christopher R.},
- title = {{Time-Series Generative Networks for Synthesizing Realistic Scenarios in Occupant-Centric Building Simulation}},
- journal = {Building Simulation},
- year = 2025,
- month = apr,
- url = {https://www.merl.com/publications/TR2025-043}
- }
- Ick, C., Wichern, G., Masuyama, Y., Germain, F.G., Le Roux, J., "Data Augmentation Using Neural Acoustic Fields With Retrieval-Augmented Pre-training", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) Satellite Workshop on Generative Data Augmentation for Real-World Signal Processing Applications (GenDA), April 2025.
BibTeX TR2025-045 PDF- @inproceedings{Ick2025apr,
- author = {Ick, Christopher and Wichern, Gordon and Masuyama, Yoshiki and Germain, François G and {Le Roux}, Jonathan},
- title = {{Data Augmentation Using Neural Acoustic Fields With Retrieval-Augmented Pre-training}},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) Satellite Workshop on Generative Data Augmentation for Real-World Signal Processing Applications (GenDA)},
- year = 2025,
- month = apr,
- url = {https://www.merl.com/publications/TR2025-045}
- }
- Wang, R., Wang, Y., Liu, J., Koike-Akino, T., "Quantum Diffusion Models for Few-Shot Learning", AAAI Conference on Artificial Intelligence, March 2025.
BibTeX TR2025-025 PDF- @inproceedings{Wang2025mar,
- author = {Wang, Ruhan and Wang, Ye and Liu, Jing and Koike-Akino, Toshiaki},
- title = {{Quantum Diffusion Models for Few-Shot Learning}},
- booktitle = {AAAI Conference on Artificial Intelligence},
- year = 2025,
- month = mar,
- url = {https://www.merl.com/publications/TR2025-025}
- }
- Vinod, A.P., Safaoui, S., Summers, T., Yoshikawa, N., Di Cairano, S., "Decentralized, Safe, Multi-agent Motion Planning for Drones Under Uncertainty via Filtered Reinforcement Learning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3433229, Vol. 32, No. 6, pp. 2492-2499, January 2025.
BibTeX TR2024-136 PDF- @article{Vinod2025jan,
- author = {Vinod, Abraham P. and Safaoui, Sleiman and Summers, Tyler and Yoshikawa, Nobuyuki and {Di Cairano}, Stefano},
- title = {{Decentralized, Safe, Multi-agent Motion Planning for Drones Under Uncertainty via Filtered Reinforcement Learning}},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2025,
- volume = 32,
- number = 6,
- pages = {2492--2499},
- month = jan,
- doi = {10.1109/TCST.2024.3433229},
- url = {https://www.merl.com/publications/TR2024-136}
- }
- Koo, J., Wichern, G., Germain, F.G., Khurana, S., Le Roux, J., "SMITIN: Self-Monitored Inference-Time INtervention for Generative Music Transformers", IEEE Open Journal of Signal Processing, DOI: 10.1109/OJSP.2025.3534686, Vol. 6, pp. 266-275, January 2025.
BibTeX TR2025-012 PDF Software- @article{Koo2025jan,
- author = {Koo, Junghyun and Wichern, Gordon and Germain, François G and Khurana, Sameer and {Le Roux}, Jonathan},
- title = {{SMITIN: Self-Monitored Inference-Time INtervention for Generative Music Transformers}},
- journal = {IEEE Open Journal of Signal Processing},
- year = 2025,
- volume = 6,
- pages = {266--275},
- month = jan,
- doi = {10.1109/OJSP.2025.3534686},
- issn = {2644-1322},
- url = {https://www.merl.com/publications/TR2025-012}
- }
- Lu, Z., Zhang, T., Wang, Y., "Torque Constraint Modeling and Reference Shaping for Servo Systems", IEEE Control Systems Letters (L-CSS), DOI: 10.1109/LCSYS.2024.3509495, Vol. 8, pp. 2637-2642, December 2024.
BibTeX TR2025-006 PDF- @article{Lu2024dec2,
- author = {Lu, Zehui and Zhang, Tianpeng and Wang, Yebin},
- title = {{Torque Constraint Modeling and Reference Shaping for Servo Systems}},
- journal = {IEEE Control Systems Letters (L-CSS)},
- year = 2024,
- volume = 8,
- pages = {2637--2642},
- month = dec,
- doi = {10.1109/LCSYS.2024.3509495},
- url = {https://www.merl.com/publications/TR2025-006}
- }
- Bimbraw, K., Wang, Y., Liu, J., Koike-Akino, T., "GPT Sonograpy: Hand Gesture Decoding from Forearm Ultrasound Images via VLM", Advances in Neural Information Processing Systems (NeurIPS), December 2024.
BibTeX TR2024-175 PDF Presentation- @inproceedings{Bimbraw2024dec,
- author = {Bimbraw, Keshav and Wang, Ye and Liu, Jing and Koike-Akino, Toshiaki},
- title = {{GPT Sonograpy: Hand Gesture Decoding from Forearm Ultrasound Images via VLM}},
- booktitle = {Advancements In Medical Foundation Models: Explainability, Robustness, Security, and Beyond Workshop at Neural Information Processing Systems (NeurIPS)},
- year = 2024,
- month = dec,
- url = {https://www.merl.com/publications/TR2024-175}
- }
- Ryo, H., Rashid, M.R.U., Lewis, A., Liu, J., Koike-Akino, T., Parsons, K., Wang, Y., "Smoothed Embeddings for Robust Language Models", Safe Generative AI Workshop at Advances in Neural Information Processing Systems (NeurIPS), December 2024.
BibTeX TR2024-170 PDF Presentation- @inproceedings{Ryo2024dec,
- author = {Ryo, Hase and Rashid, Md Rafi Ur and Lewis, Ashley and Liu, Jing and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
- title = {{Smoothed Embeddings for Robust Language Models}},
- booktitle = {Safe Generative AI Workshop at Advances in Neural Information Processing Systems (NeurIPS)},
- year = 2024,
- month = dec,
- publisher = {OpenReview},
- url = {https://www.merl.com/publications/TR2024-170}
- }
- Sun, H., Kosanic, M., Kawano, S., Raghunathan, A., Kitamura, S., Takaguchi, Y., "Proactive Sequential Phase Swapping Scheduling for Distribution Systems with a Finite Horizon", IEEE PES Asia-Pacific Power and Energy Engineering Conference, DOI: 10.1109/APPEEC61255.2024.10922369, October 2024.
BibTeX TR2024-149 PDF- @inproceedings{Sun2024oct,
- author = {Sun, Hongbo and Kosanic, Miroslav and Kawano, Shunsuke and Raghunathan, Arvind and Kitamura, Shoichi and Takaguchi, Yusuke},
- title = {{Proactive Sequential Phase Swapping Scheduling for Distribution Systems with a Finite Horizon}},
- booktitle = {IEEE PES Asia-Pacific Power and Energy Engineering Conference},
- year = 2024,
- month = oct,
- doi = {10.1109/APPEEC61255.2024.10922369},
- url = {https://www.merl.com/publications/TR2024-149}
- }
- Vanfretti, L., Laughman, C.R., Chakrabarty, A., "Integrating Generative Machine Learning Models and Physics-Based Models for Building Energy Simulation", American Modelica Conference, October 2024.
BibTeX TR2024-140 PDF- @inproceedings{Vanfretti2024oct,
- author = {Vanfretti, Luigi and Laughman, Christopher R. and Chakrabarty, Ankush},
- title = {{Integrating Generative Machine Learning Models and Physics-Based Models for Building Energy Simulation}},
- booktitle = {American Modelica Conference},
- year = 2024,
- month = oct,
- url = {https://www.merl.com/publications/TR2024-140}
- }
- Kojima, K., Koike-Akino, T., "Photonics × Machine Learning", FIOLS, September 2024.
BibTeX TR2024-154 PDF- @inproceedings{Kojima2024sep,
- author = {Kojima, Keisuke and Koike-Akino, Toshiaki},
- title = {{Photonics × Machine Learning}},
- booktitle = {FIOLS},
- year = 2024,
- month = sep,
- url = {https://www.merl.com/publications/TR2024-154}
- }
- Yin, J., Luo, A., Du, Y., Cherian, A., Marks, T.K., Le Roux, J., Gan, C., "Disentangled Acoustic Fields For Multimodal Physical Scene Understanding", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2024, pp. 557-564.
BibTeX TR2024-125 PDF- @inproceedings{Yin2024sep,
- author = {Yin, Jie and Luo, Andrew and Du, Yilun and Cherian, Anoop and Marks, Tim K. and {Le Roux}, Jonathan and Gan, Chuang},
- title = {{Disentangled Acoustic Fields For Multimodal Physical Scene Understanding}},
- booktitle = {2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
- year = 2024,
- pages = {557--564},
- month = sep,
- publisher = {IEEE},
- url = {https://www.merl.com/publications/TR2024-125}
- }
- Quirynen, R., Safaoui, S., Di Cairano, S., "Real-time Mixed-Integer Quadratic Programming for Vehicle Decision Making and Motion Planning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3449703, Vol. 33, No. 1, pp. 77-91, September 2024.
BibTeX TR2024-123 PDF- @article{Quirynen2024sep,
- author = {Quirynen, Rien and Safaoui, Sleiman and {Di Cairano}, Stefano},
- title = {{Real-time Mixed-Integer Quadratic Programming for Vehicle Decision Making and Motion Planning}},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2024,
- volume = 33,
- number = 1,
- pages = {77--91},
- month = sep,
- doi = {10.1109/TCST.2024.3449703},
- url = {https://www.merl.com/publications/TR2024-123}
- }
- Roque, P., Miraldo, P., Dimarogonas, D., "Multi-Agent Formation Control using Epipolar Constraints", IEEE Robotics and Automation Letters, DOI: 10.1109/LRA.2024.3444690, Vol. 9, No. 12, pp. 11002-11009, September 2024.
BibTeX TR2024-147 PDF- @article{Roque2024sep,
- author = {Roque, Pedro and Miraldo, Pedro and Dimarogonas, Dimos},
- title = {{Multi-Agent Formation Control using Epipolar Constraints}},
- journal = {IEEE Robotics and Automation Letters},
- year = 2024,
- volume = 9,
- number = 12,
- pages = {11002--11009},
- month = sep,
- doi = {10.1109/LRA.2024.3444690},
- issn = {2377-3766},
- url = {https://www.merl.com/publications/TR2024-147}
- }
- Chakrabarty, A., Vanfretti, L., Bortoff, S.A., Deshpande, V.M., Wang, Y., Paulson, J.A., Zhan, S., Laughman, C.R., "Assessing Building Control Performance Using Physics-Based Simulation Models and Deep Generative Networks", IEEE Conference on Control Technology and Applications (CCTA) 2024, DOI: 10.1109/CCTA60707.2024.10666585, August 2024.
BibTeX TR2024-113 PDF- @inproceedings{Chakrabarty2024aug,
- author = {Chakrabarty, Ankush and Vanfretti, Luigi and Bortoff, Scott A. and Deshpande, Vedang M. and Wang, Ye and Paulson, Joel A. and Zhan, Sicheng and Laughman, Christopher R.},
- title = {{Assessing Building Control Performance Using Physics-Based Simulation Models and Deep Generative Networks}},
- booktitle = {IEEE Conference on Control Technology and Applications (CCTA) 2024},
- year = 2024,
- month = aug,
- doi = {10.1109/CCTA60707.2024.10666585},
- url = {https://www.merl.com/publications/TR2024-113}
- }
- Sorouifar, F., Paulson, J.A., Wang, Y., Quirynen, R., Laughman, C.R., Chakrabarty, A., "Bayesian Forecasting with Deep Generative Disturbance Models in Stochastic MPC for Building Energy Systems", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/CCTA60707.2024.10666537, August 2024.
BibTeX TR2024-110 PDF- @inproceedings{Sorouifar2024aug,
- author = {Sorouifar, Farshud and Paulson, Joel A. and Wang, Ye and Quirynen, Rien and Laughman, Christopher R. and Chakrabarty, Ankush},
- title = {{Bayesian Forecasting with Deep Generative Disturbance Models in Stochastic MPC for Building Energy Systems}},
- booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
- year = 2024,
- month = aug,
- doi = {10.1109/CCTA60707.2024.10666537},
- url = {https://www.merl.com/publications/TR2024-110}
- }
- Liu, J., Lowy, A., Koike-Akino, T., Parsons, K., Wang, Y., "Efficient Differentially Private Fine-Tuning of Diffusion Models", International Conference on Machine Learning (ICML) workshop (Next Generation of AI Safety), July 2024.
BibTeX TR2024-104 PDF Presentation- @inproceedings{Liu2024jul,
- author = {Liu, Jing and Lowy, Andrew and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
- title = {{Efficient Differentially Private Fine-Tuning of Diffusion Models}},
- booktitle = {International Conference on Machine Learning (ICML) workshop (Next Generation of AI Safety)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-104}
- }
- Ma, J., Qiao, H., Laughman, C.R., "A Physics-Constrained Data-Driven Modeling Approach for Vapor Compression Systems", International Refrigeration and Air Conditioning Conference at Purdue, July 2024.
BibTeX TR2024-102 PDF- @inproceedings{Ma2024jul,
- author = {Ma, JiaCheng and Qiao, Hongtao and Laughman, Christopher R.},
- title = {{A Physics-Constrained Data-Driven Modeling Approach for Vapor Compression Systems}},
- booktitle = {International Refrigeration and Air Conditioning Conference at Purdue},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-102}
- }