Publications

312 / 3,738 publications found.


  •  Chen, X., Wang, Y., Brand, M., Wang, P., Liu, J., Koike-Akino, T., "Slaying the HyDRA: Parameter-Efficient Hyper Networks with Low-Displacement Rank Adaptation", Advances in Neural Information Processing Systems (NeurIPS), December 2024.
    BibTeX TR2024-157 PDF
    • @inproceedings{Chen2024dec,
    • author = {Chen, Xiangyu and Wang, Ye and Brand, Matthew and Wang, Pu and Liu, Jing and Koike-Akino, Toshiaki}},
    • title = {Slaying the HyDRA: Parameter-Efficient Hyper Networks with Low-Displacement Rank Adaptation},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2024,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2024-157}
    • }
  •  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
    • @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,
    • url = {https://www.merl.com/publications/TR2024-156}
    • }
  •  Wang, R., Wang, Y., Liu, J., Koike-Akino, T., "Quantum Diffusion Models for Few-Shot Learning", arXiv, November 2024.
    BibTeX arXiv
    • @article{Wang2024nov,
    • author = {Wang, Ruhan and Wang, Ye and Liu, Jing and Koike-Akino, Toshiaki}},
    • title = {Quantum Diffusion Models for Few-Shot Learning},
    • journal = {arXiv},
    • year = 2024,
    • month = nov,
    • url = {https://arxiv.org/abs/2411.04217}
    • }
  •  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), October 2024.
    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 = {ACM Conference on Computer and Communications Security (CCS)},
    • year = 2024,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2024-141}
    • }
  •  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}
    • }
  •  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", arXiv, August 2024.
    BibTeX arXiv
    • @article{Rashid2024aug,
    • 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},
    • journal = {arXiv},
    • year = 2024,
    • month = aug,
    • url = {https://arxiv.org/abs/2408.17354}
    • }
  •  Kirihara, H., Ibuki, S., Fujihashi, T., Koike-Akino, T., Watanabe, T., "Point Cloud Geometry Compression using Parameterized Graph Fourier Transform", ACM SIGCOMM, DOI: 10.1145/​3672196.367340, August 2024, pp. 52-57.
    BibTeX TR2024-106 PDF
    • @inproceedings{Kirihara2024aug,
    • author = {Kirihara, Hinata and Ibuki, Shoichi and Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi}},
    • title = {Point Cloud Geometry Compression using Parameterized Graph Fourier Transform},
    • booktitle = {ACM SIGCOMM},
    • year = 2024,
    • pages = {52--57},
    • month = aug,
    • publisher = {ACM},
    • doi = {10.1145/3672196.367340},
    • url = {https://www.merl.com/publications/TR2024-106}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Kato, S., Wang, P., Koike-Akino, T., Fujihashi, T., Mansour, H., Boufounos, P.T., "Multi-Band Wi-Fi Neural Dynamic Fusion", arXiv, July 2024.
    BibTeX arXiv
    • @article{Kato2024jul,
    • author = {Kato, Sorachi and Wang, Pu and Koike-Akino, Toshiaki and Fujihashi, Takuya and Mansour, Hassan and Boufounos, Petros T.}},
    • title = {Multi-Band Wi-Fi Neural Dynamic Fusion},
    • journal = {arXiv},
    • year = 2024,
    • month = jul,
    • url = {https://arxiv.org/abs/2407.12937}
    • }
  •  Hase, R., Wang, Y., Koike-Akino, T., Liu, J., Parsons, K., "Variational Randomized Smoothing for Sample-Wise Adversarial Robustness", arXiv, July 2024.
    BibTeX arXiv
    • @article{Hase2024jul,
    • author = {Hase, Ryo and Wang, Ye and Koike-Akino, Toshiaki and Liu, Jing and Parsons, Kieran}},
    • title = {Variational Randomized Smoothing for Sample-Wise Adversarial Robustness},
    • journal = {arXiv},
    • year = 2024,
    • month = jul,
    • url = {https://arxiv.org/abs/2407.11844}
    • }
  •  Bimbraw, K., Wang, Y., Liu, J., Koike-Akino, T., "GPT Sonograpy: Hand Gesture Decoding from Forearm Ultrasound Images via VLM", arXiv, July 2024.
    BibTeX arXiv
    • @article{Bimbraw2024jul2,
    • 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},
    • journal = {arXiv},
    • year = 2024,
    • month = jul,
    • url = {https://arxiv.org/abs/2407.10870}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Kojima, K., Koike-Akino, T., "Universal Photonic Neural Networks with Quantum-Free Data Reuploading", SPIE Photonics for Quantum, DOI: 10.1117/​12.3023231, June 2024.
    BibTeX TR2024-074 PDF
    • @inproceedings{Kojima2024jun,
    • author = {Kojima, Keisuke and Koike-Akino, Toshiaki}},
    • title = {Universal Photonic Neural Networks with Quantum-Free Data Reuploading},
    • booktitle = {SPIE Photonics for Quantum},
    • year = 2024,
    • month = jun,
    • publisher = {SPIE},
    • doi = {10.1117/12.3023231},
    • url = {https://www.merl.com/publications/TR2024-074}
    • }
  •  Fujihashi, T., Koike-Akino, T., Corcodel, R., "Graph-Based Analog Joint Source Channel Coding for 3D Haptic Communication", IEEE International Conference on Communications (ICC), DOI: 10.1109/​ICC51166.2024.10622893, June 2024.
    BibTeX TR2024-070 PDF
    • @inproceedings{Fujihashi2024jun,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Corcodel, Radu}},
    • title = {Graph-Based Analog Joint Source Channel Coding for 3D Haptic Communication},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2024,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ICC51166.2024.10622893},
    • issn = {1938-1883},
    • isbn = {978-1-7281-9054-9},
    • url = {https://www.merl.com/publications/TR2024-070}
    • }
  •  Vaca-Rubio, C., Wang, P., Koike-Akino, T., Wang, Y., Boufounos, P.T., Popovski, P., "Object Trajectory Estimation with Continuous-Time Neural Dynamic Learning of Millimeter-Wave Wi-Fi", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2024.3388930, April 2024.
    BibTeX TR2024-044 PDF
    • @article{Vaca-Rubio2024apr,
    • author = {Vaca-Rubio, Cristian and Wang, Pu and Koike-Akino, Toshiaki and Wang, Ye and Boufounos, Petros T. and Popovski, Petar},
    • title = {Object Trajectory Estimation with Continuous-Time Neural Dynamic Learning of Millimeter-Wave Wi-Fi},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2024,
    • month = apr,
    • doi = {10.1109/JSTSP.2024.3388930},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2024-044}
    • }
  •  Fujihashi, T., Kato, S., Koike-Akino, T., "Implicit Neural Representation for Low-Overhead Graph-Based Holographic-Type Communications", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP48485.2024.10445857, April 2024.
    BibTeX TR2024-022 PDF
    • @inproceedings{Fujihashi2024apr,
    • author = {Fujihashi, Takuya and Kato, Sorachi and Koike-Akino, Toshiaki},
    • title = {Implicit Neural Representation for Low-Overhead Graph-Based Holographic-Type Communications},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2024,
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP48485.2024.10445857},
    • issn = {2379-190X},
    • isbn = {979-8-3503-4485-1},
    • url = {https://www.merl.com/publications/TR2024-022}
    • }
  •  Chen, X., Liu, J., Wang, Y., Wang, P., Brand, M., Wang, G., Koike-Akino, T., "SuperLoRA: Parameter-Efficient Unified Adaptation of Multi-Layer Attention Modules", arXiv, March 2024.
    BibTeX arXiv
    • @article{Chen2024mar,
    • 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 Multi-Layer Attention Modules},
    • journal = {arXiv},
    • year = 2024,
    • month = mar,
    • url = {https://arxiv.org/abs/2403.11887}
    • }
  •  Kato, S., Wang, P., Koike-Akino, T., Fujihashi, T., Mansour, H., Boufounos, P.T., "Object Trajectory Estimation with Multi-Band Wi-Fi Neural Dynamic Fusion", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP48485.2024.10445972, March 2024, pp. 13261-13265.
    BibTeX TR2024-019 PDF
    • @inproceedings{Kato2024mar,
    • author = {Kato, Sorachi and Wang, Pu and Koike-Akino, Toshiaki and Fujihashi, Takuya and Mansour, Hassan and Boufounos, Petros T.},
    • title = {Object Trajectory Estimation with Multi-Band Wi-Fi Neural Dynamic Fusion},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2024,
    • pages = {13261--13265},
    • month = mar,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP48485.2024.10445972},
    • issn = {2379-190X},
    • isbn = {979-8-3503-4485-1},
    • url = {https://www.merl.com/publications/TR2024-019}
    • }
  •  Fujihashi, T., Koike-Akino, T., "Graph-Based EEG Signal Compression for Human-Machine Interaction", IEEE Access, DOI: 10.1109/​ACCESS.2023.3347592, Vol. 12, No. IEEE, pp. 1163-1171, March 2024.
    BibTeX TR2024-015 PDF
    • @article{Fujihashi2024mar,
    • author = {Fujihashi, Takuya and Koike-Akino, Toshiaki},
    • title = {Graph-Based EEG Signal Compression for Human-Machine Interaction},
    • journal = {IEEE Access},
    • year = 2024,
    • volume = 12,
    • number = {IEEE},
    • pages = {1163--1171},
    • month = mar,
    • doi = {10.1109/ACCESS.2023.3347592},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2024-015}
    • }
  •  Lowy, A., Li, Z., Liu, J., Koike-Akino, T., Parsons, K., Wang, Y., "Why Does Differential Privacy with Large ε Defend Against Practical Membership Inference Attacks?", AAAI Workshop on Privacy-Preserving Artificial Intelligence, February 2024.
    BibTeX TR2024-009 PDF
    • @inproceedings{Lowy2024feb2,
    • author = {Lowy, Andrew and Li, Zhuohang and Liu, Jing and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
    • title = {Why Does Differential Privacy with Large ε Defend Against Practical Membership Inference Attacks?},
    • booktitle = {AAAI Workshop on Privacy-Preserving Artificial Intelligence},
    • year = 2024,
    • month = feb,
    • url = {https://www.merl.com/publications/TR2024-009}
    • }
  •  Kuwabara, A., Osako Yutaro, , Kato, S., Fujihashi, T., Koike-Akino, T., Watanabe, T., "Implicit Neural Representation-based Hybrid Digital-Analog Image Delivery", IEEE International Conference on Computing, Networking and Communications (ICNC), DOI: 10.1109/​ICNC59896.2024.10556282, February 2024.
    BibTeX TR2024-007 PDF
    • @inproceedings{Kuwabara2024feb,
    • author = {Kuwabara,Akihiro and Osako Yutaro and Kato, Sorachi and Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
    • title = {Implicit Neural Representation-based Hybrid Digital-Analog Image Delivery},
    • booktitle = {IEEE International Conference on Computing, Networking and Communications (ICNC)},
    • year = 2024,
    • month = feb,
    • publisher = {IEEE},
    • doi = {10.1109/ICNC59896.2024.10556282},
    • issn = {2473-7585},
    • isbn = {979-8-3503-7099-7},
    • url = {https://www.merl.com/publications/TR2024-007}
    • }