Publications

659 / 3,809 publications found.


  •  Tang, W.-T., Chakrabarty, A., Paulson, J.A., "TR-BEACON: Shedding Light on Efficient Behavior Discovery in High-Dimensional Spaces with Bayesian Novelty Search over Trust Regions", Advances in Neural Information Processing Systems (NeurIPS), December 2024.
    BibTeX TR2024-167 PDF
    • @inproceedings{Tang2024dec,
    • author = {Tang, Wei-Ting and Chakrabarty, Ankush and Paulson, Joel A.},
    • title = {{TR-BEACON: Shedding Light on Efficient Behavior Discovery in High-Dimensional Spaces with Bayesian Novelty Search over Trust Regions}},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2024,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2024-167}
    • }
  •  Liu, J., Wang, Y., Koike-Akino, T., Nakai, T., Oonishi, K., Higashi, T., "MEL-PETs Defense for the NeurIPS 2024 LLM Privacy Challenge Blue Team Track", LLM Privacy Challenge at Neural Information Processing Systems (NeurIPS) 2024, December 2024.
    BibTeX TR2024-166 PDF Video Presentation
    • @inproceedings{Liu2024dec,
    • author = {Liu, Jing and Wang, Ye and Koike-Akino, Toshiaki and Nakai, Tsunato and Oonishi, Kento and Higashi, Takuya},
    • title = {{MEL-PETs Defense for the NeurIPS 2024 LLM Privacy Challenge Blue Team Track}},
    • booktitle = {LLM Privacy Challenge at Neural Information Processing Systems (NeurIPS) 2024},
    • year = 2024,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2024-166}
    • }
  •  Wang, Y., Nakai, T., Liu, J., Koike-Akino, T., Oonishi, K., Higashi, T., "MEL-PETs Joint-Context Attack for the NeurIPS 2024 LLM Privacy Challenge Red Team Track", LLM Privacy Challenge at Neural Information Processing Systems (NeurIPS), December 2024.
    BibTeX TR2024-165 PDF Video Presentation
    • @inproceedings{Wang2024dec2,
    • author = {Wang, Ye and Nakai, Tsunato and Liu, Jing and Koike-Akino, Toshiaki and Oonishi, Kento and Higashi, Takuya},
    • title = {{MEL-PETs Joint-Context Attack for the NeurIPS 2024 LLM Privacy Challenge Red Team Track}},
    • booktitle = {LLM Privacy Challenge at Neural Information Processing Systems (NeurIPS)},
    • year = 2024,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2024-165}
    • }
  •  Ick, C., Wichern, G., Masuyama, Y., Germain, F.G., Le Roux, J., "Spatially-Aware Losses for Enhanced Neural Acoustic Fields", NeurIPS 2024 Audio Imagination Workshop, December 2024.
    BibTeX TR2024-169 PDF
    • @inproceedings{Ick2024dec,
    • author = {Ick, Christopher and Wichern, Gordon and Masuyama, Yoshiki and Germain, François G and {Le Roux}, Jonathan},
    • title = {{Spatially-Aware Losses for Enhanced Neural Acoustic Fields}},
    • booktitle = {NeurIPS 2024 Audio Imagination Workshop},
    • year = 2024,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2024-169}
    • }
  •  Rashid, M.R.U., Liu, J., Koike-Akino, T., Mehnaz, S., Wang, Y., "Forget to Flourish: Leveraging Machine-Unlearning on Pretrained Language Models for Privacy Leakage", Red Teaming GenAI Workshop at Neural Information Processing Systems (NeurIPS), December 2024.
    BibTeX TR2024-168 PDF
    • @inproceedings{Rashid2024dec,
    • author = {Rashid, Md Rafi Ur and Liu, Jing and Koike-Akino, Toshiaki and Mehnaz, Shagufta and Wang, Ye},
    • title = {{Forget to Flourish: Leveraging Machine-Unlearning on Pretrained Language Models for Privacy Leakage}},
    • booktitle = {Red Teaming GenAI Workshop at Neural Information Processing Systems (NeurIPS)},
    • year = 2024,
    • month = dec,
    • publisher = {OpenReview},
    • url = {https://www.merl.com/publications/TR2024-168}
    • }
  •  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}
    • }
  •  Chen, X., Liu, J., Wang, Y., Wang, P., Brand, M., Wang, G., Koike-Akino, T., "SuperLoRA: Parameter-Efficient Unified Adaptation of Large Foundation Models", British Machine Vision Conference (BMVC), November 2024.
    BibTeX TR2024-156 PDF Presentation
    • @inproceedings{Chen2024nov,
    • 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 of Large Foundation Models}},
    • booktitle = {British Machine Vision Conference (BMVC)},
    • year = 2024,
    • month = nov,
    • publisher = {British Machine Vision Association},
    • url = {https://www.merl.com/publications/TR2024-156}
    • }
  •  Cherian, A., Peng, K.-C., Lohit, S., Matthiesen, J., Smith, K., Tenenbaum, J.B., "Evaluating Large Vision-and-Language Models on Children’s Mathematical Olympiads", Advances in Neural Information Processing Systems (NeurIPS), November 2024, pp. 15779-15800.
    BibTeX TR2024-160 PDF Video Presentation
    • @inproceedings{Cherian2024nov,
    • author = {Cherian, Anoop and Peng, Kuan-Chuan and Lohit, Suhas and Matthiesen, Joanna and Smith, Kevin and Tenenbaum, Joshua B.},
    • title = {{Evaluating Large Vision-and-Language Models on Children’s Mathematical Olympiads}},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2024,
    • pages = {15779--15800},
    • month = nov,
    • publisher = {NeurIPS Proceedings},
    • url = {https://www.merl.com/publications/TR2024-160}
    • }
  •  Cornell, S., Ebbers, J., Douwes, C., Martin-Morato, I., Harju, M., Mesaros, A., Serizel, R., "DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels", Detection and Classification of Acoustic Scenes and Events (DCASE) Workshop, October 2024, pp. 31-35.
    BibTeX TR2024-146 PDF
    • @inproceedings{Cornell2024oct,
    • author = {Cornell, Samuele and Ebbers, Janek and Douwes, Constance and Martin-Morato, Irene and Harju, Manu and Mesaros, Annamaria and Serizel, Romain},
    • title = {{DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels}},
    • booktitle = {Detection and Classification of Acoustic Scenes and Events (DCASE) Workshop},
    • year = 2024,
    • pages = {31--35},
    • month = oct,
    • url = {https://www.merl.com/publications/TR2024-146}
    • }
  •  Li, Z., Lowy, A., Liu, J., Koike-Akino, T., Parsons, K., Malin, B., Wang, Y., "Analyzing Inference Privacy Risks Through Gradients In Machine Learning", ACM Conference on Computer and Communications Security (CCS), DOI: 10.1145/​3658644.3690304, October 2024, pp. 3466-3480.
    BibTeX TR2024-141 PDF
    • @inproceedings{Li2024oct,
    • author = {Li, Zhuohang and Lowy, Andrew and Liu, Jing and Koike-Akino, Toshiaki and Parsons, Kieran and Malin, Bradley and Wang, Ye},
    • title = {{Analyzing Inference Privacy Risks Through Gradients In Machine Learning}},
    • booktitle = {Proceedings of the 2024 on ACM SIGSAC Conference on Computer and Communications Security},
    • year = 2024,
    • pages = {3466--3480},
    • month = oct,
    • publisher = {Association for Computing Machinery},
    • doi = {10.1145/3658644.3690304},
    • isbn = {9798400706363},
    • url = {https://www.merl.com/publications/TR2024-141}
    • }
  •  Hegde, D., Lohit, S., Peng, K.-C., Jones, M.J., Patel, V.M., "Equivariant Spatio-Temporal Self-Supervision for LiDAR Object Detection", European Conference on Computer Vision (ECCV), Leonardis, A. and Ricci, E. and Roth, S. and Russakovsky, O. and Sattler, T. and Varol, G., Eds., DOI: 10.1007/​978-3-031-73347-5_27, September 2024, pp. 475-491.
    BibTeX TR2024-130 PDF Video Presentation
    • @inproceedings{Hegde2024sep,
    • author = {Hegde, Deepti and Lohit, Suhas and Peng, Kuan-Chuan and Jones, Michael J. and Patel, Vishal M.},
    • title = {{Equivariant Spatio-Temporal Self-Supervision for LiDAR Object Detection}},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2024,
    • editor = {Leonardis, A. and Ricci, E. and Roth, S. and Russakovsky, O. and Sattler, T. and Varol, G.},
    • pages = {475--491},
    • month = sep,
    • publisher = {Springer},
    • doi = {10.1007/978-3-031-73347-5_27},
    • issn = {0302-9743},
    • isbn = {978-3-031-73346-8},
    • url = {https://www.merl.com/publications/TR2024-130}
    • }
  •  Pais, G., Piedade, V., Chatterjee, M., Greiff, M., Miraldo, P., "A Probability-guided Sampler for Neural Implicit Surface Rendering", European Conference on Computer Vision (ECCV), Leonardis, A. and Ricci, E. and Roth, S. and Russakovsky, O., Sattler, T. and Varol, G., Eds., DOI: 10.1007/​978-3-031-72913-3_10, September 2024, pp. 164-182.
    BibTeX TR2024-129 PDF
    • @inproceedings{Pais2024sep,
    • author = {Pais, Goncalo and Piedade, Valter and Chatterjee, Moitreya and Greiff, Marcus and Miraldo, Pedro},
    • title = {{A Probability-guided Sampler for Neural Implicit Surface Rendering}},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2024,
    • editor = {Leonardis, A. and Ricci, E. and Roth, S. and Russakovsky, O., Sattler, T. and Varol, G.},
    • pages = {164--182},
    • month = sep,
    • publisher = {Springer, Cham},
    • doi = {10.1007/978-3-031-72913-3_10},
    • isbn = {978-3-031-72913-3},
    • url = {https://www.merl.com/publications/TR2024-129}
    • }
  •  Saijo, K., Wichern, G., Germain, F.G., Pan, Z., Le Roux, J., "TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement", International Workshop on Acoustic Signal Enhancement (IWAENC), DOI: 10.1109/​IWAENC61483.2024.10694313, September 2024, pp. 205-209.
    BibTeX TR2024-126 PDF Software
    • @inproceedings{Saijo2024sep2,
    • author = {Saijo, Kohei and Wichern, Gordon and Germain, François G and Pan, Zexu and {Le Roux}, Jonathan},
    • title = {{TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement}},
    • booktitle = {International Workshop on Acoustic Signal Enhancement (IWAENC)},
    • year = 2024,
    • pages = {205--209},
    • month = sep,
    • doi = {10.1109/IWAENC61483.2024.10694313},
    • issn = {2835-3439},
    • isbn = {979-8-3503-6185-8},
    • url = {https://www.merl.com/publications/TR2024-126}
    • }
  •  Cherian, A., Jain, S., Marks, T.K., "Few-shot Transparent Instance Segmentation for Bin Picking", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2024, pp. 5009-5016.
    BibTeX TR2024-127 PDF Video
    • @inproceedings{Cherian2024sep,
    • author = {Cherian, Anoop and Jain, Siddarth and Marks, Tim K.},
    • title = {{Few-shot Transparent Instance Segmentation for Bin Picking}},
    • booktitle = {2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
    • year = 2024,
    • pages = {5009--5016},
    • month = sep,
    • publisher = {IEEE},
    • url = {https://www.merl.com/publications/TR2024-127}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Bahrman, L., Fontaine, M., Le Roux, J., Richard, G., "Speech Dereverberation Constrained on Room Impulse Response Characteristics", Interspeech, DOI: 10.21437/​Interspeech.2024-1173, September 2024, pp. 622-626.
    BibTeX TR2024-121 PDF
    • @inproceedings{Bahrman2024sep,
    • author = {Bahrman, Louis and Fontaine, Mathieu and {Le Roux}, Jonathan and Richard, Gaël},
    • title = {{Speech Dereverberation Constrained on Room Impulse Response Characteristics}},
    • booktitle = {Interspeech},
    • year = 2024,
    • pages = {622--626},
    • month = sep,
    • doi = {10.21437/Interspeech.2024-1173},
    • issn = {2958-1796},
    • url = {https://www.merl.com/publications/TR2024-121}
    • }
  •  Ebbers, J., Germain, F.G., Wichern, G., Le Roux, J., "Sound Event Bounding Boxes", Interspeech, DOI: 10.21437/​Interspeech.2024-2075, September 2024, pp. 562-566.
    BibTeX TR2024-118 PDF Software
    • @inproceedings{Ebbers2024sep,
    • author = {Ebbers, Janek and Germain, François G and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{Sound Event Bounding Boxes}},
    • booktitle = {Interspeech},
    • year = 2024,
    • pages = {562--566},
    • month = sep,
    • doi = {10.21437/Interspeech.2024-2075},
    • issn = {2958-1796},
    • url = {https://www.merl.com/publications/TR2024-118}
    • }
  •  Khurana, S., Hori, C., Laurent, A., Wichern, G., Le Roux, J., "ZeroST: Zero-Shot Speech Translation", Interspeech, DOI: 10.21437/​Interspeech.2024-1088, September 2024, pp. 392-396.
    BibTeX TR2024-122 PDF
    • @inproceedings{Khurana2024sep,
    • author = {Khurana, Sameer and Hori, Chiori and Laurent, Antoine and Wichern, Gordon and {Le Roux}, Jonathan},
    • title = {{ZeroST: Zero-Shot Speech Translation}},
    • booktitle = {Interspeech},
    • year = 2024,
    • pages = {392--396},
    • month = sep,
    • doi = {10.21437/Interspeech.2024-1088},
    • issn = {2958-1796},
    • url = {https://www.merl.com/publications/TR2024-122}
    • }
  •  Pan, Z., Wichern, G., Germain, F.G., Saijo, K., Le Roux, J., "PARIS: Pseudo-AutoRegressIve Siamese Training for Online Speech Separation", Interspeech, DOI: 10.21437/​Interspeech.2024-1066, September 2024, pp. 582-586.
    BibTeX TR2024-124 PDF
    • @inproceedings{Pan2024sep,
    • author = {Pan, Zexu and Wichern, Gordon and Germain, François G and Saijo, Kohei and {Le Roux}, Jonathan},
    • title = {{PARIS}: Pseudo-AutoRegressIve Siamese Training for Online Speech Separation},
    • booktitle = {Interspeech},
    • year = 2024,
    • pages = {582--586},
    • month = sep,
    • doi = {10.21437/Interspeech.2024-1066},
    • issn = {2958-1796},
    • url = {https://www.merl.com/publications/TR2024-124}
    • }
  •  Saijo, K., Wichern, G., Germain, F.G., Pan, Z., Le Roux, J., "Enhanced Reverberation as Supervision for Unsupervised Speech Separation", Interspeech, DOI: 10.21437/​Interspeech.2024-1241, September 2024, pp. 607-611.
    BibTeX TR2024-116 PDF Software
    • @inproceedings{Saijo2024sep,
    • author = {Saijo, Kohei and Wichern, Gordon and Germain, François G and Pan, Zexu and {Le Roux}, Jonathan},
    • title = {{Enhanced Reverberation as Supervision for Unsupervised Speech Separation}},
    • booktitle = {Interspeech},
    • year = 2024,
    • pages = {607--611},
    • month = sep,
    • doi = {10.21437/Interspeech.2024-1241},
    • issn = {2958-1796},
    • url = {https://www.merl.com/publications/TR2024-116}
    • }
  •  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 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}
    • }
  •  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, DOI: 10.1109/​EMBC53108.2024.10782851, 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,
    • publisher = {IEEE},
    • doi = {10.1109/EMBC53108.2024.10782851},
    • issn = {2694-0604},
    • isbn = {979-8-3503-7149-9},
    • url = {https://www.merl.com/publications/TR2024-103}
    • }
  •  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}
    • }