Publications

280 / 3,904 publications found.


  •  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}
    • }
  •  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}
    • }
  •  Mitsui, Y., Aihara, R., Hori, T., Le Roux, J., Taguchi, S., "Exploring Keyword Enrollment for Japanese End-to-End Automatic Speech Recognition using Contextual Biasing", OTOGAKU Symposium, June 2024.
    BibTeX TR2024-073 PDF
    • @inproceedings{Mitsui2024jun,
    • author = {Mitsui, Yoshiki and Aihara, Ryo and Hori, Takaaki and {Le Roux}, Jonathan and Taguchi, Shinya},
    • title = {{Exploring Keyword Enrollment for Japanese End-to-End Automatic Speech Recognition using Contextual Biasing}},
    • booktitle = {OTOGAKU Symposium},
    • year = 2024,
    • month = jun,
    • publisher = {Information Processing Society of Japan},
    • issn = {2188-8663},
    • url = {https://www.merl.com/publications/TR2024-073}
    • }
  •  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}
    • }
  •  Wang, B., Sakamoto, Y., "Data-efficient Machine Learning Methods for Electric Motor Surrogate Models", Biennial IEEE Conference on Electromagnetic Field Computation (CEFC), DOI: 10.1109/​CEFC61729.2024.10585794, 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 = {2024 IEEE 21st Biennial Conference on Electromagnetic Field Computation (CEFC)},
    • year = 2024,
    • month = jun,
    • doi = {10.1109/CEFC61729.2024.10585794},
    • url = {https://www.merl.com/publications/TR2024-064}
    • }
  •  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, DOI: 10.1007/​s10994-024-06547-6, Vol. 113, pp. 6115–6139, 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,
    • volume = 113,
    • pages = {6115–6139},
    • month = may,
    • doi = {10.1007/s10994-024-06547-6},
    • 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}
    • }
  •  Queeney, J., Ozcan, E.C., Paschalidis, I.C., Cassandras, C.G., "Optimal Transport Perturbations for Safe Reinforcement Learning with Robustness Guarantees", Transactions on Machine Learning Research (TMLR), April 2024.
    BibTeX TR2024-037 PDF
    • @article{Queeney2024apr,
    • author = {Queeney, James and Ozcan, Erhan Can and Paschalidis, Ioannis Ch. and Cassandras, Christos G.},
    • title = {{Optimal Transport Perturbations for Safe Reinforcement Learning with Robustness Guarantees}},
    • journal = {Transactions on Machine Learning Research (TMLR)},
    • year = 2024,
    • month = apr,
    • issn = {2835-8856},
    • url = {https://www.merl.com/publications/TR2024-037}
    • }
  •  Azad, T., Hossain, T., Sikder, B., Xie, Q., Yuan, M., Yagyu, E., Teo, K.H., Palacios, T., Chowdhury, N., "AlGaN/GaN based Multi-Metal Gated High Electron Mobility Transistor with Improved Linearity", IEEE Transactions on Electron Devices, DOI: 10.1109/​TED.2023.3311422, Vol. 70, No. 1, pp. 5570-5576, December 2023.
    BibTeX TR2023-153 PDF
    • @article{Azad2023dec,
    • author = {Azad, Tasnim and Hossain, Toiyob and Sikder, Bejoy and Xie, Qingyun and Yuan, Mengyang and Yagyu, Eiji and Teo, Koon Hoo and Palacios, Tomas and Chowdhury, Nadim},
    • title = {{AlGaN/GaN based Multi-Metal Gated High Electron Mobility Transistor with Improved Linearity}},
    • journal = {IEEE Transactions on Electron Devices},
    • year = 2023,
    • volume = 70,
    • number = 1,
    • pages = {5570--5576},
    • month = dec,
    • doi = {10.1109/TED.2023.3311422},
    • url = {https://www.merl.com/publications/TR2023-153}
    • }
  •  Queeney, J., Benosman, M., "Risk-Averse Model Uncertainty for Distributionally Robust Safe Reinforcement Learning", Advances in Neural Information Processing Systems (NeurIPS), A. Oh and T. Neumann and A. Globerson and K. Saenko and M. Hardt and S. Levine, Eds., December 2023, pp. 1659-1680.
    BibTeX TR2023-143 PDF
    • @inproceedings{Queeney2023dec,
    • author = {Queeney, James and Benosman, Mouhacine},
    • title = {{Risk-Averse Model Uncertainty for Distributionally Robust Safe Reinforcement Learning}},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2023,
    • editor = {A. Oh and T. Neumann and A. Globerson and K. Saenko and M. Hardt and S. Levine},
    • pages = {1659--1680},
    • month = dec,
    • publisher = {Curran Associates, Inc.},
    • url = {https://www.merl.com/publications/TR2023-143}
    • }
  •  Fujihashi, T., Koike-Akino, T., Watanabe, T., "Rateless Deep Graph Joint Source Channel Coding for Holographic-Type Communication", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/​GLOBECOM54140.2023.10437920, December 2023.
    BibTeX TR2023-139 PDF
    • @inproceedings{Fujihashi2023dec,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
    • title = {{Rateless Deep Graph Joint Source Channel Coding for Holographic-Type Communication}},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2023,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GLOBECOM54140.2023.10437920},
    • issn = {2576-6813},
    • isbn = {979-8-3503-1090-0},
    • url = {https://www.merl.com/publications/TR2023-139}
    • }
  •  Deshpande, V.M., Chakrabarty, A., Vinod, A.P., Laughman, C.R., "Physics-Constrained Deep Autoencoded Kalman Filters for Estimating Vapor Compression System States", IEEE Control Systems Letters, DOI: 10.1109/​LCSYS.2023.3334959, November 2023.
    BibTeX TR2023-138 PDF
    • @article{Deshpande2023nov,
    • author = {Deshpande, Vedang M. and Chakrabarty, Ankush and Vinod, Abraham P. and Laughman, Christopher R.},
    • title = {{Physics-Constrained Deep Autoencoded Kalman Filters for Estimating Vapor Compression System States}},
    • journal = {IEEE Control Systems Letters},
    • year = 2023,
    • month = nov,
    • doi = {10.1109/LCSYS.2023.3334959},
    • url = {https://www.merl.com/publications/TR2023-138}
    • }
  •  Wu, S.-L., Chang, X., Wichern, G., Jung, J.-W., Germain, F.G., Le Roux, J., Watanabe, S., "On the Use of Pretrained Deep Audio Encoders for Automated Audio Captioning Tasks", International Symposium on Future Active Safety Technology toward zero traffic accidents (FAST-zero), November 2023.
    BibTeX TR2023-141 PDF
    • @inproceedings{Wu2023nov,
    • author = {Wu, Shih-Lun and Chang, Xuankai and Wichern, Gordon and Jung, Jee-weon and Germain, François G and {Le Roux}, Jonathan and Watanabe, Shinji},
    • title = {{On the Use of Pretrained Deep Audio Encoders for Automated Audio Captioning Tasks}},
    • booktitle = {International Symposium on Future Active Safety Technology toward zero traffic accidents (FAST-zero)},
    • year = 2023,
    • month = nov,
    • url = {https://www.merl.com/publications/TR2023-141}
    • }
  •  Xu, Y., Wang, B., Sakamoto, Y., Yamamoto, T., Nishimura, Y., Koike-Akino, T., Wang, Y., "Electric Machine Inverse Design with Variational Auto-Encoder (VAE)", IEEE Energy Conversion Congress and Exposition (ECCE), DOI: 10.1109/​ECCE53617.2023.10362903, October 2023.
    BibTeX TR2023-134 PDF
    • @inproceedings{Xu2023nov,
    • author = {Xu, Yihao and Wang, Bingnan and Sakamoto, Yusuke and Yamamoto, Tatsuya and Nishimura, Yuki and Koike-Akino, Toshiaki and Wang, Ye},
    • title = {{Electric Machine Inverse Design with Variational Auto-Encoder (VAE)}},
    • booktitle = {IEEE Energy Conversion Congress and Exposition (ECCE)},
    • year = 2023,
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/ECCE53617.2023.10362903},
    • issn = {2329-3748},
    • isbn = {979-8-3503-1644-5},
    • url = {https://www.merl.com/publications/TR2023-134}
    • }
  •  Shimane, Y., Miraldo, P., Berntorp, K., Greiff, M., Elango, P., Weiss, A., "High-Fidelity Simulation of Horizon-Based Optical Navigation with Open-Source Software", International Astronautical Congress (IAC), October 2023, pp. IAC-23,C1,5,9,x78805.
    BibTeX TR2023-128 PDF
    • @inproceedings{Shimane2023oct,
    • author = {Shimane, Yuri and Miraldo, Pedro and Berntorp, Karl and Greiff, Marcus and Elango, Purnanand and Weiss, Avishai},
    • title = {{High-Fidelity Simulation of Horizon-Based Optical Navigation with Open-Source Software}},
    • booktitle = {International Astronautical Congress (IAC)},
    • year = 2023,
    • pages = {IAC--23,C1,5,9,x78805},
    • month = oct,
    • url = {https://www.merl.com/publications/TR2023-128}
    • }
  •  Germain, F., Wichern, G., Le Roux, J., "Hyperbolic Unsupervised Anomalous Sound Detection", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/​WASPAA58266.2023.10248092, September 2023.
    BibTeX TR2023-108 PDF Video Presentation
    • @inproceedings{Germain2023aug,
    • author = {Germain, Francois and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Hyperbolic Unsupervised Anomalous Sound Detection}},
    • booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
    • year = 2023,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/WASPAA58266.2023.10248092},
    • issn = {1947-1629},
    • isbn = {979-8-3503-2372-6},
    • url = {https://www.merl.com/publications/TR2023-108}
    • }
  •  Wang, B., Zhang, S., Inoue, H., Kanemaru, M., "Semi-Supervised Machine Learning for Motor Eccentricity Fault Diagnosis", Asia Pacific Conference of the Prognostics and Health Management Society, DOI: 10.36001/​phmap.2023.v4i1.3644, September 2023.
    BibTeX TR2023-117 PDF
    • @inproceedings{Wang2023sep,
    • author = {Wang, Bingnan and Zhang, Shen and Inoue, Hiroshi and Kanemaru, Makoto},
    • title = {{Semi-Supervised Machine Learning for Motor Eccentricity Fault Diagnosis}},
    • booktitle = {Asia Pacific Conference of the Prognostics and Health Management Society},
    • year = 2023,
    • month = sep,
    • publisher = {PHM Society},
    • doi = {10.36001/phmap.2023.v4i1.3644},
    • url = {https://www.merl.com/publications/TR2023-117}
    • }
  •  Shenoy, V., Marks, T.K., Mansour, H., Lohit, S., "Unrolled IPPG: Video Heart Rate Esitmation via Unrolling Proximal Gradient Descent", IEEE International Conference on Image Processing (ICIP), DOI: 10.1109/​ICIP49359.2023.10222169, September 2023, pp. 2715-2719.
    BibTeX TR2023-116 PDF Video
    • @inproceedings{Shenoy2023sep,
    • author = {Shenoy, Vineet and Marks, Tim K. and Mansour, Hassan and Lohit, Suhas},
    • title = {{Unrolled IPPG: Video Heart Rate Esitmation via Unrolling Proximal Gradient Descent}},
    • booktitle = {IEEE International Conference on Image Processing (ICIP)},
    • year = 2023,
    • pages = {2715--2719},
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ICIP49359.2023.10222169},
    • isbn = {978-1-7281-9835-4},
    • url = {https://www.merl.com/publications/TR2023-116}
    • }
  •  Petermann, D., Wichern, G., Subramanian, A.S., Wang, Z.-Q., Le Roux, J., "Tackling the Cocktail Fork Problem for Separation and Transcription of Real-World Soundtracks", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/​TASLP.2023.3290428, Vol. 31, pp. 2592-2605, September 2023.
    BibTeX TR2023-113 PDF
    • @article{Petermann2023sep,
    • author = {Petermann, Darius and Wichern, Gordon and Subramanian, Aswin Shanmugam and Wang, Zhong-Qiu and {Le Roux}, Jonathan},
    • title = {{Tackling the Cocktail Fork Problem for Separation and Transcription of Real-World Soundtracks}},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2023,
    • volume = 31,
    • pages = {2592--2605},
    • month = sep,
    • doi = {10.1109/TASLP.2023.3290428},
    • issn = {2329-9304},
    • url = {https://www.merl.com/publications/TR2023-113}
    • }
  •  Fujihashi, T., Koike-Akino, T., Watanabe, T., "Soft Delivery: Survey on A New Paradigm for Wireless and Mobile Multimedia Streaming", ACM Computing Surveys, DOI: 10.1145/​3607139, Vol. 56, No. 2, pp. 1-37, August 2023.
    BibTeX TR2023-102 PDF
    • @article{Fujihashi2023aug,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
    • title = {{Soft Delivery: Survey on A New Paradigm for Wireless and Mobile Multimedia Streaming}},
    • journal = {ACM Computing Surveys},
    • year = 2023,
    • volume = 56,
    • number = 2,
    • pages = {1--37},
    • month = aug,
    • doi = {10.1145/3607139},
    • url = {https://www.merl.com/publications/TR2023-102}
    • }
  •  Suda, T., Shimane, Y., Elango, P., Weiss, A., "DEEP REINFORCEMENT LEARNING FOR STATION KEEPING ON NEAR RECTILINEAR HALO ORBITS", AIAA/AAS Astrodynamics Specialist Conference, August 2023.
    BibTeX TR2023-098 PDF
    • @inproceedings{Suda2023aug,
    • author = {Suda, Takumi and Shimane, Yuri and Elango, Purnanand and Weiss, Avishai},
    • title = {{DEEP REINFORCEMENT LEARNING FOR STATION KEEPING ON NEAR RECTILINEAR HALO ORBITS}},
    • booktitle = {AIAA/AAS Astrodynamics Specialist Conference},
    • year = 2023,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2023-098}
    • }
  •  Ahmed, M.R., Koike-Akino, T., Parsons, K., Wang, Y., "Joint Software-Hardware Design for Green AI", International Midwest Symposium on Circuits and Systems (MWSCAS), DOI: 10.1109/​MWSCAS57524.2023.10405937, August 2023.
    BibTeX TR2023-096 PDF
    • @inproceedings{Ahmed2023aug,
    • author = {Ahmed, Md Rubel and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
    • title = {{Joint Software-Hardware Design for Green AI}},
    • booktitle = {International Midwest Symposium on Circuits and Systems (MWSCAS)},
    • year = 2023,
    • month = aug,
    • publisher = {IEEE},
    • doi = {10.1109/MWSCAS57524.2023.10405937},
    • issn = {1558-3899},
    • isbn = {979-8-3503-0210-3},
    • url = {https://www.merl.com/publications/TR2023-096}
    • }
  •  Ahmed, M.R., Koike-Akino, T., Parsons, K., Wang, Y., "AutoHLS: Learning to Accelerate Design Space Exploration for HLS Designs", International Midwest Symposium on Circuits and Systems (MWSCAS), DOI: 10.1109/​MWSCAS57524.2023.10405914, August 2023.
    BibTeX TR2023-097 PDF
    • @inproceedings{Ahmed2023aug2,
    • author = {Ahmed, Md Rubel and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
    • title = {{AutoHLS: Learning to Accelerate Design Space Exploration for HLS Designs}},
    • booktitle = {International Midwest Symposium on Circuits and Systems (MWSCAS)},
    • year = 2023,
    • month = aug,
    • publisher = {IEEE},
    • doi = {10.1109/MWSCAS57524.2023.10405914},
    • issn = {1558-3899},
    • isbn = {979-8-3503-0210-3},
    • url = {https://www.merl.com/publications/TR2023-097}
    • }