- Safaoui, S., Vinod, A.P., Chakrabarty, A., Quirynen, R., Yoshikawa, N., Di Cairano, S., "Safe multi-agent motion planning under uncertainty for drones using filtered reinforcement learning", IEEE Transactions on Robotics, DOI: 10.1109/TRO.2024.3387010, Vol. 40, pp. 2529-2542, July 2024.
BibTeX TR2024-048 PDF Video- @article{Safaoui2024jul,
- author = {Safaoui, Sleiman and Vinod, Abraham P. and Chakrabarty, Ankush and Quirynen, Rien and Yoshikawa, Nobuyuki and Di Cairano, Stefano},
- title = {Safe multi-agent motion planning under uncertainty for drones using filtered reinforcement learning},
- journal = {IEEE Transactions on Robotics},
- year = 2024,
- volume = 40,
- pages = {2529--2542},
- month = jul,
- doi = {10.1109/TRO.2024.3387010},
- url = {https://www.merl.com/publications/TR2024-048}
- }
- Koike-Akino, T., Meng Chang, , Cevher, V., De Micheli, G., "Hardware-Efficient Quantization for Green Custom Foundation Models", International Conference on Machine Learning (ICML), July 2024.
BibTeX TR2024-105 PDF Presentation- @inproceedings{Koike-Akino2024jul2,
- author = {{Koike-Akino, Toshiaki and Meng Chang and Cevher, Volkan and De Micheli, Giovanni}},
- title = {Hardware-Efficient Quantization for Green Custom Foundation Models},
- booktitle = {International Conference on Machine Learning (ICML)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-105}
- }
- 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- @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}
- }
- Bimbraw, K., Liu, J., Wang, Y., Koike-Akino, T., "Random Channel Ablation for Robust Hand Gesture Classification with Multimodal Biosignals", International Conference of the IEEE Engineering in Medicine and Biology Society, July 2024.
BibTeX TR2024-103 PDF- @inproceedings{Bimbraw2024jul3,
- author = {Bimbraw, Keshav and Liu, Jing and Wang, Ye and Koike-Akino, Toshiaki}},
- title = {Random Channel Ablation for Robust Hand Gesture Classification with Multimodal Biosignals},
- booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-103}
- }
- 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}
- }
- Koike-Akino, T., Cevher, V., "Quantum-PEFT: Ultra Parameter-Efficient Fine-Tuning", International Conference on Machine Learning (ICML), July 2024.
BibTeX TR2024-101 PDF Presentation- @inproceedings{Koike-Akino2024jul,
- author = {{Koike-Akino, Toshiaki and Cevher, Volkan}},
- title = {Quantum-PEFT: Ultra Parameter-Efficient Fine-Tuning},
- booktitle = {International Conference on Machine Learning (ICML)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-101}
- }
- Giacomuzzo, G., Cescon, R., Romeres, D., Carli, R., Dalla Libera, A., "Lagrangian Inspired Polynomial Estimator for black-box learning and control of underactuated systems", Learning for Dynamics & Control Conference (L4DC), July 2024.
BibTeX TR2024-097 PDF- @inproceedings{Giacomuzzo2024jul,
- author = {{Giacomuzzo, Giulio and Cescon, Riccardo and Romeres, Diego and Carli, Ruggero and Dalla Libera, Alberto}},
- title = {Lagrangian Inspired Polynomial Estimator for black-box learning and control of underactuated systems},
- booktitle = {Learning for Dynamics \& Control Conference (L4DC)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-097}
- }
- Laughman, C.R., Deshpande, V.M., Chakrabarty, A., Qiao, H., "Enhancing Thermodynamic Data Quality for Refrigerant Mixtures: Domain-Informed Anomaly Detection and Removal", nternational Refrigeration and Air Conditioning Conference at Purdue, July 2024.
BibTeX TR2024-099 PDF- @inproceedings{Laughman2024jul,
- author = {Laughman, Christopher R. and Deshpande, Vedang M. and Chakrabarty, Ankush and Qiao, Hongtao}},
- title = {Enhancing Thermodynamic Data Quality for Refrigerant Mixtures: Domain-Informed Anomaly Detection and Removal},
- booktitle = {nternational Refrigeration and Air Conditioning Conference at Purdue},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-099}
- }
- Sun, Y., Guo, J., Parsons, K., Nagai, Y., "Improve Federated Learning Stability for Vehicle Trajectory Prediction", International Conference on Ubiquitous and Future Networks (UCIFN), July 2024.
BibTeX TR2024-094 PDF- @inproceedings{Sun2024jul,
- author = {Sun, Youbang and Guo, Jianlin and Parsons, Kieran and Nagai, Yukimasa}},
- title = {Improve Federated Learning Stability for Vehicle Trajectory Prediction},
- booktitle = {International Conference on Ubiquitous and Future Networks (UCIFN)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-094}
- }
- Wang, Y., Berntorp, K., Menner, M., "Physics-Informed Road Monitoring and Suspension Control using Crowdsourced Vehicle Data", European Control Conference (ECC), DOI: 10.23919/ECC64448.2024.10590862, June 2024, pp. 699-704.
BibTeX TR2024-084 PDF- @inproceedings{Wang2024jun4,
- author = {Wang, Yanbing and Berntorp, Karl and Menner, Marcel}},
- title = {Physics-Informed Road Monitoring and Suspension Control using Crowdsourced Vehicle Data},
- booktitle = {European Control Conference (ECC)},
- year = 2024,
- pages = {699--704},
- month = jun,
- doi = {10.23919/ECC64448.2024.10590862},
- url = {https://www.merl.com/publications/TR2024-084}
- }
- Nayak, S., Greiff, M., Raghunathan, A., Di Cairano, S., Vinod, A.P., "Data-driven monitoring with mobile sensors and charging stations using multi-arm bandits and coordinated motion planners", American Control Conference (ACC), DOI: 10.23919/ACC60939.2024.10644645, June 2024, pp. 299-305.
BibTeX TR2024-078 PDF- @inproceedings{Nayak2024jun,
- author = {Nayak, Siddharth and Greiff, Marcus and Raghunathan, Arvind and Di Cairano, Stefano and Vinod, Abraham P.}},
- title = {Data-driven monitoring with mobile sensors and charging stations using multi-arm bandits and coordinated motion planners},
- booktitle = {American Control Conference (ACC)},
- year = 2024,
- pages = {299--305},
- month = jun,
- publisher = {IEEE},
- doi = {10.23919/ACC60939.2024.10644645},
- url = {https://www.merl.com/publications/TR2024-078}
- }
- Vinod, A.P., Yamazaki, S., Chakrabarty, A., Yoshikawa, N., Di Cairano, S., "Aircraft Approach Management using Reachability and Dynamic Programming", American Control Conference (ACC), DOI: 10.23919/ACC60939.2024.10644902, June 2024, pp. 318-324.
BibTeX TR2024-079 PDF- @inproceedings{Vinod2024jun,
- author = {{Vinod, Abraham P. and Yamazaki, Sachiyo and Chakrabarty, Ankush and Yoshikawa, Nobuyuki and Di Cairano, Stefano}},
- title = {Aircraft Approach Management using Reachability and Dynamic Programming},
- booktitle = {American Control Conference (ACC)},
- year = 2024,
- pages = {318--324},
- month = jun,
- publisher = {IEEE},
- doi = {10.23919/ACC60939.2024.10644902},
- url = {https://www.merl.com/publications/TR2024-079}
- }
- Chen, X., Liu, J., Wang, Y., Wang, P., Brand, M., Wang, G., Koike-Akino, T., "SuperLoRA: Parameter-Efficient Unified Adaptation for Large Vision Models", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPRW63382.2024.00804, June 2024, pp. 8050-8055.
BibTeX TR2024-062 PDF- @inproceedings{Chen2024jun,
- author = {Chen, Xiangyu and Liu, Jing and Wang, Ye and Wang, Pu and Brand, Matthew and Wang, Guanghui and Koike-Akino, Toshiaki}},
- title = {SuperLoRA: Parameter-Efficient Unified Adaptation for Large Vision Models},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2024,
- pages = {8050--8055},
- month = jun,
- publisher = {IEEE},
- doi = {10.1109/CVPRW63382.2024.00804},
- url = {https://www.merl.com/publications/TR2024-062}
- }
- Ho, C.-H., Peng, K.-C., Vasconcelos, N., "Long-Tailed Anomaly Detection with Learnable Class Names", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Farhadi, A. and Crandall, D. and Sato, I. and Wu, J. and Pless, R. and Akata, Z., Eds., DOI: 10.1109/CVPR52733.2024.01182, June 2024, pp. 12435-12446.
BibTeX TR2024-040 PDF Video Data Presentation- @inproceedings{Ho2024jun,
- author = {Ho, Chih-Hui and Peng, Kuan-Chuan and Vasconcelos, Nuno},
- title = {Long-Tailed Anomaly Detection with Learnable Class Names},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2024,
- editor = {Farhadi, A. and Crandall, D. and Sato, I. and Wu, J. and Pless, R. and Akata, Z.},
- pages = {12435--12446},
- month = jun,
- publisher = {IEEE},
- doi = {10.1109/CVPR52733.2024.01182},
- issn = {2575-7075},
- isbn = {979-8-3503-5300-6},
- url = {https://www.merl.com/publications/TR2024-040}
- }
- Ni, H., Egger, B., Lohit, S., Cherian, A., Wang, Y., Koike-Akino, T., Huang, S.X., Marks, T.K., "TI2V-Zero: Zero-Shot Image Conditioning for Text-to-Video Diffusion Models", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2024, pp. 9015-9025.
BibTeX TR2024-059 PDF Video Software Presentation- @inproceedings{Ni2024jun,
- author = {Ni, Haomiao and Egger, Bernhard and Lohit, Suhas and Cherian, Anoop and Wang, Ye and Koike-Akino, Toshiaki and Huang, Sharon X. and Marks, Tim K.},
- title = {TI2V-Zero: Zero-Shot Image Conditioning for Text-to-Video Diffusion Models},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2024,
- pages = {9015--9025},
- month = jun,
- url = {https://www.merl.com/publications/TR2024-059}
- }
- Yataka, R., Wang, P., Boufounos, P.T., Takahashi, R., "SIRA: Scalable Inter-frame Relation and Association for Radar Perception", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2024, pp. 15024-15034.
BibTeX TR2024-041 PDF Video- @inproceedings{Yataka2024jun,
- author = {Yataka, Ryoma and Wang, Pu and Boufounos, Petros T. and Takahashi, Ryuhei},
- title = {SIRA: Scalable Inter-frame Relation and Association for Radar Perception},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2024,
- pages = {15024--15034},
- month = jun,
- url = {https://www.merl.com/publications/TR2024-041}
- }
- Giammarino, V., Queeney, J., Paschalidis, I.C., "Adversarial Imitation Learning from Visual Observations using Latent Information", Transactions on Machine Learning Research (TMLR), June 2024.
BibTeX TR2024-068 PDF- @article{Giammarino2024jun,
- author = {Giammarino, Vittorio and Queeney, James and Paschalidis, Ioannis Ch.},
- title = {Adversarial Imitation Learning from Visual Observations using Latent Information},
- journal = {Transactions on Machine Learning Research (TMLR)},
- year = 2024,
- month = jun,
- issn = {2835-8856},
- url = {https://www.merl.com/publications/TR2024-068}
- }
- He, Y., Cherian, A., Wichern, G., Markham, A., "Deep Neural Room Acoustics Primitive", International Conference on Machine Learning (ICML), June 2024, pp. 17842-17857.
BibTeX TR2024-072 PDF- @inproceedings{He2024jun,
- author = {He, Yuhang and Cherian, Anoop and Wichern, Gordon and Markham, Andrew}},
- title = {Deep Neural Room Acoustics Primitive},
- booktitle = {International Conference on Machine Learning (ICML)},
- year = 2024,
- pages = {17842--17857},
- month = jun,
- url = {https://www.merl.com/publications/TR2024-072}
- }
- Sakamoto, Y., Wang, B., Yamamoto, T., Nishimura, Y., "Permanent Magnet Motor Torque Waveform Prediction Using Learned Gap Flux", Biennial IEEE Conference on Electromagnetic Field Computation (CEFC), June 2024.
BibTeX TR2024-065 PDF- @inproceedings{Sakamoto2024jun,
- author = {Sakamoto, Yusuke and Wang, Bingnan and Yamamoto, Tatsuya and Nishimura, Yuki}},
- title = {Permanent Magnet Motor Torque Waveform Prediction Using Learned Gap Flux},
- booktitle = {Biennial IEEE Conference on Electromagnetic Field Computation (CEFC)},
- year = 2024,
- month = jun,
- url = {https://www.merl.com/publications/TR2024-065}
- }
- Wang, B., Sakamoto, Y., "Data-efficient Machine Learning Methods for Electric Motor Surrogate Models", Biennial IEEE Conference on Electromagnetic Field Computation (CEFC), June 2024.
BibTeX TR2024-064 PDF- @inproceedings{Wang2024jun2,
- author = {Wang, Bingnan and Sakamoto, Yusuke}},
- title = {Data-efficient Machine Learning Methods for Electric Motor Surrogate Models},
- booktitle = {Biennial IEEE Conference on Electromagnetic Field Computation (CEFC)},
- year = 2024,
- month = jun,
- url = {https://www.merl.com/publications/TR2024-064}
- }
- Wang, B., Lin, C., Inoue, H., Kanemaru, M., "Induction Motor Eccentricity Fault Detection and Quantification using Topological Data Analysis", IEEE Access, DOI: 10.1109/ACCESS.2024.3376249, Vol. 12, pp. 37891-37902, June 2024.
BibTeX TR2024-063 PDF- @article{Wang2024jun,
- author = {Wang, Bingnan and Lin, Chungwei and Inoue, Hiroshi and Kanemaru, Makoto}},
- title = {Induction Motor Eccentricity Fault Detection and Quantification using Topological Data Analysis},
- journal = {IEEE Access},
- year = 2024,
- volume = 12,
- pages = {37891--37902},
- month = jun,
- doi = {10.1109/ACCESS.2024.3376249},
- url = {https://www.merl.com/publications/TR2024-063}
- }
- Liu, X., Tai, Y.-W., Tang, C.-K., Miraldo, P., Lohit, S., Chatterjee, M., "Gear-NeRF: Free-Viewpoint Rendering and Tracking with Motion-aware Spatio-Temporal Sampling", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), May 2024, pp. 19667-19679.
BibTeX TR2024-042 PDF Videos Software- @inproceedings{Liu2024may,
- author = {Liu, Xinhang and Tai, Yu-wing and Tang, Chi-Keung and Miraldo, Pedro and Lohit, Suhas and Chatterjee, Moitreya},
- title = {Gear-NeRF: Free-Viewpoint Rendering and Tracking with Motion-aware Spatio-Temporal Sampling},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2024,
- pages = {19667--19679},
- month = may,
- publisher = {IEEE},
- url = {https://www.merl.com/publications/TR2024-042}
- }
- Singh, A., Jones, M.J., Learned-Miller, E., "Tracklet-based Explainable Video Anomaly Localization", IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, May 2024, pp. 3992-4001.
BibTeX TR2024-057 PDF- @inproceedings{Singh2024may,
- author = {Singh, Ashish and Jones, Michael J. and Learned-Miller, Erik}},
- title = {Tracklet-based Explainable Video Anomaly Localization},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
- year = 2024,
- pages = {3992--4001},
- month = may,
- url = {https://www.merl.com/publications/TR2024-057}
- }
- Ota, K., Jha, D.K., Kanezaki, A., "A Framework for Training Larger Networks for Deep Reinforcement Learning", Machine Learning Journal, May 2024.
BibTeX TR2024-058 PDF- @article{Ota2024may3,
- author = {Ota, Kei and Jha, Devesh K. and Kanezaki, Asako}},
- title = {A Framework for Training Larger Networks for Deep Reinforcement Learning},
- journal = {Machine Learning Journal},
- year = 2024,
- month = may,
- url = {https://www.merl.com/publications/TR2024-058}
- }
- Reiter, R., Quirynen, R., Diehl, M., Di Cairano, S., "Equivariant Deep Learning of Mixed-Integer Optimal Control Solutions for Vehicle Decision Making and Motion Planning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3400571, May 2024.
BibTeX TR2024-056 PDF- @article{Reiter2024may2,
- author = {Reiter, Rudolf and Quirynen, Rien and Diehl, Moritz and Di Cairano, Stefano}},
- title = {Equivariant Deep Learning of Mixed-Integer Optimal Control Solutions for Vehicle Decision Making and Motion Planning},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2024,
- month = may,
- doi = {10.1109/TCST.2024.3400571},
- url = {https://www.merl.com/publications/TR2024-056}
- }