- 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}
- }
- 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}
- }
- 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}
- }
- Basu, S., Lohit, S., Brand, M., "G-RepsNet: A Fast and General Construction of Equivariant Networks for Arbitrary Matrix Groups", arXiv, February 2024.
BibTeX arXiv- @article{Basu2024feb,
- author = {Basu, Sourya and Lohit, Suhas and Brand, Matthew},
- title = {G-RepsNet: A Fast and General Construction of Equivariant Networks for Arbitrary Matrix Groups},
- journal = {arXiv},
- year = 2024,
- month = feb,
- url = {https://arxiv.org/abs/2402.15413}
- }
- Liu, J., Koike-Akino, T., Wang, P., Brand, M., Wang, Y., Parsons, K., "LoDA: Low-Dimensional Adaptation of Large Language Models", Advances in Neural Information Processing Systems (NeurIPS) workshop, December 2023.
BibTeX TR2023-150 PDF- @inproceedings{Liu2023dec,
- author = {Liu, Jing and Koike-Akino, Toshiaki and Wang, Pu and Brand, Matthew and Wang, Ye and Parsons, Kieran},
- title = {LoDA: Low-Dimensional Adaptation of Large Language Models},
- booktitle = {Advances in Neural Information Processing Systems (NeurIPS) workshop},
- year = 2023,
- month = dec,
- url = {https://www.merl.com/publications/TR2023-150}
- }
- Brand, M., Kuang, Z., "Scene depths from a two-polarization metalens", Optica Imaging Congress / Flat Optics, August 2023.
BibTeX TR2023-105 PDF- @inproceedings{Brand2023aug,
- author = {Brand, Matthew and Kuang, Zeyu},
- title = {Scene depths from a two-polarization metalens},
- booktitle = {Optica Imaging Congress / Flat Optics},
- year = 2023,
- month = aug,
- url = {https://www.merl.com/publications/TR2023-105}
- }
- Koike-Akino, T., Jung, M., Chakrabarty, A., Wang, Y., Kojima, K., Brand, M., "Bayesian Optimization for Nested Adversarial Variational Autoencoder in Tunable Nanophotonic Device Design", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_FS.2023.FW4C.7, May 2023.
BibTeX TR2023-036 PDF- @inproceedings{Koike-Akino2023may,
- author = {Koike-Akino, Toshiaki and Jung, Minwoo and Chakrabarty, Ankush and Wang, Ye and Kojima, Keisuke and Brand, Matthew},
- title = {Bayesian Optimization for Nested Adversarial Variational Autoencoder in Tunable Nanophotonic Device Design},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2023,
- month = may,
- doi = {10.1364/CLEO_FS.2023.FW4C.7},
- url = {https://www.merl.com/publications/TR2023-036}
- }
- Kojima, K., Koike-Akino, T., Wang, Y., Jung Minwoo, , Brand, M., "Inverse design of two-dimensional freeform metagrating using an adversarial conditional variational autoencoder", SPIE Photonics West, DOI: 10.1117/12.2650299, January 2023.
BibTeX TR2023-004 PDF- @inproceedings{Kojima2023jan,
- author = {Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Jung Minwoo and Brand, Matthew},
- title = {Inverse design of two-dimensional freeform metagrating using an adversarial conditional variational autoencoder},
- booktitle = {Proc. SPIE 12431, Photonic and Phononic Properties of Engineered Nanostructures XIII},
- year = 2023,
- month = jan,
- publisher = {SPIE},
- doi = {10.1117/12.2650299},
- url = {https://www.merl.com/publications/TR2023-004}
- }
- Singla, V., Aeron, S., Koike-Akino, T., Parsons, K., Brand, M., Wang, Y., "Learning with noisy labels using low-dimensional model trajectory", NeurIPS 2022 Workshop on Distribution Shifts (DistShift), December 2022.
BibTeX TR2022-156 PDF- @inproceedings{Singla2022dec,
- author = {Singla, Vasu and Aeron, Shuchin and Koike-Akino, Toshiaki and Parsons, Kieran and Brand, Matthew and Wang, Ye},
- title = {Learning with noisy labels using low-dimensional model trajectory},
- booktitle = {NeurIPS 2022 Workshop on Distribution Shifts: Connecting Methods and Applications},
- year = 2022,
- month = dec,
- publisher = {OpenReview},
- url = {https://www.merl.com/publications/TR2022-156}
- }
- Yu, X., Smedemark-Margulies, N., Aeron, S., Koike-Akino, T., Moulin, P., Brand, M., Parsons, K., Wang, Y., "Improving Adversarial Robustness by Learning Shared Information", Pattern Recognition, DOI: 10.1016/j.patcog.2022.109054, Vol. 134, pp. 109054, November 2022.
BibTeX TR2022-141 PDF- @article{Yu2022nov,
- author = {Yu, Xi and Smedemark-Margulies, Niklas and Aeron, Shuchin and Koike-Akino, Toshiaki and Moulin, Pierre and Brand, Matthew and Parsons, Kieran and Wang, Ye},
- title = {Improving Adversarial Robustness by Learning Shared Information},
- journal = {Pattern Recognition},
- year = 2022,
- volume = 134,
- pages = 109054,
- month = nov,
- doi = {10.1016/j.patcog.2022.109054},
- issn = {0031-3203},
- url = {https://www.merl.com/publications/TR2022-141}
- }
- Liu, Bryan, Koike-Akino, Toshiaki, Wang, Ye, Kim, Kyeong Jin, Brand, Matthew, Aeron, Shuchin, Parsons, Kieran, "Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning", Tech. Rep. TR2022-081, Mitsubishi Electric Research Laboratories, Cambridge, MA, August 2022.
BibTeX TR2022-081 PDF- @techreport{MERL_TR2022-081,
- author = {Liu, Bryan; Koike-Akino, Toshiaki; Wang, Ye; Kim, Kyeong Jin; Brand, Matthew; Aeron, Shuchin; Parsons, Kieran},
- title = {Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning},
- institution = {MERL - Mitsubishi Electric Research Laboratories},
- address = {Cambridge, MA 02139},
- number = {TR2022-081},
- month = aug,
- year = 2022,
- url = {https://www.merl.com/publications/TR2022-081/}
- }
- Kojima, K., Jung, M., Koike-Akino, T., Wang, Y., Brand, M., Parsons, K., "Deep Transfer Learning for Nanophotonic Device Design", Conference on Lasers and Electro-Optics (CLEO) Pacific Rim, July 2022.
BibTeX TR2022-107 PDF- @inproceedings{Kojima2022jul,
- author = {Kojima, Keisuke and Jung, Minwoo and Koike-Akino, Toshiaki and Wang, Ye and Brand, Matthew and Parsons, Kieran},
- title = {Deep Transfer Learning for Nanophotonic Device Design},
- booktitle = {Proceedings of the 2022 Conference on Lasers and Electro-Optics Pacific Rim},
- year = 2022,
- month = jul,
- publisher = {Optica Publishing Group},
- url = {https://www.merl.com/publications/TR2022-107}
- }
- Liu, B., Koike-Akino, T., Wang, Y., Kim, K.J., Brand, M., Aeron, S., Parsons, K., "Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning", IEEE Information Theory and Applications Workshop (ITA), June 2022.
BibTeX TR2022-080 PDF Presentation- @inproceedings{Liu2022jun,
- author = {Liu, Bryan and Koike-Akino, Toshiaki and Wang, Ye and Kim, Kyeong Jin and Brand, Matthew and Aeron, Shuchin and Parsons, Kieran},
- title = {Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning},
- booktitle = {IEEE Information Theory and Applications Workshop (ITA)},
- year = 2022,
- month = jun,
- url = {https://www.merl.com/publications/TR2022-080}
- }
- Zhu, D., Kojima, K., Koike-Akino, T., Brand, M., "Global Phase Correction Improves Metalens Efficiency", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_QELS.2022.FM1B.3, May 2022.
BibTeX TR2022-049 PDF- @inproceedings{Zhu2022may,
- author = {Zhu, Dayu and Kojima, Keisuke and Koike-Akino, Toshiaki and Brand, Matthew},
- title = {Global Phase Correction Improves Metalens Efficiency},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2022,
- month = may,
- publisher = {Optica},
- doi = {10.1364/CLEO_QELS.2022.FM1B.3},
- isbn = {978-1-957171-05-0},
- url = {https://www.merl.com/publications/TR2022-049}
- }
- Jung, M., Kojima, K., Koike-Akino, T., Wang, Y., Zhu, D., Brand, M., "Finding the Right Deep Neural Network Model for Efficient Design of Tunable Nanophotonic Devices", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_SI.2022.SW5E.6, May 2022.
BibTeX TR2022-047 PDF Video Presentation- @inproceedings{Jung2022may,
- author = {Jung, Minwoo and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Zhu, Dayu and Brand, Matthew},
- title = {Finding the Right Deep Neural Network Model for Efficient Design of Tunable Nanophotonic Devices},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2022,
- month = may,
- publisher = {Optica},
- doi = {10.1364/CLEO_SI.2022.SW5E.6},
- isbn = {978-1-957171-05-0},
- url = {https://www.merl.com/publications/TR2022-047}
- }
- Li, X., Kojima, K., Brand, M., "Predicting Long- and Variable-Distance Coupling Effects in Metasurface Optics", IEEE Photonics Conference (IPC), DOI: 10.1109/IPC48725.2021.9593086, October 2021, pp. 1-2.
BibTeX TR2021-140 PDF- @inproceedings{Li2021oct,
- author = {Li, Xinhao and Kojima, Keisuke and Brand, Matthew},
- title = {Predicting Long- and Variable-Distance Coupling Effects in Metasurface Optics},
- booktitle = {IEEE Photonics Conference (IPC)},
- year = 2021,
- pages = {1--2},
- month = oct,
- doi = {10.1109/IPC48725.2021.9593086},
- url = {https://www.merl.com/publications/TR2021-140}
- }
- Birch, D.A., Brand, M., "Design of freeforms to uniformly illuminate polygonal targets from extended sources via edge ray mapping", Applied Optics, DOI: 10.1364/AO.392193, Vol. 59, No. 22, pp. 6490-6496, August 2020.
BibTeX TR2020-183 PDF- @article{Birch2020aug,
- author = {Birch, Daniel A. and Brand, Matthew},
- title = {Design of freeforms to uniformly illuminate polygonal targets from extended sources via edge ray mapping},
- journal = {Applied Optics},
- year = 2020,
- volume = 59,
- number = 22,
- pages = {6490--6496},
- month = aug,
- doi = {10.1364/AO.392193},
- url = {https://www.merl.com/publications/TR2020-183}
- }
- Brand, M., Birch, D.A., "Data-driven freeform irradiance tailoring", OSA Optical Design and Fabrication Congress, June 2019.
BibTeX TR2019-043 PDF- @inproceedings{Brand2019jun,
- author = {Brand, Matthew and Birch, Daniel A.},
- title = {Data-driven freeform irradiance tailoring},
- booktitle = {OSA Optical Design and Fabrication Congress},
- year = 2019,
- month = jun,
- issn = {978-1-943580-60-6},
- url = {https://www.merl.com/publications/TR2019-043}
- }
- Brand, M., Birch, D.A., "Freeform irradiance tailoring for light fields", Optics Express, DOI: 10.1364/OE.27.00A611, Vol. 27, No. 12, pp. A611-A619, May 2019.
BibTeX TR2019-019 PDF- @article{Brand2019may,
- author = {Brand, Matthew and Birch, Daniel A.},
- title = {Freeform irradiance tailoring for light fields},
- journal = {Optics Express},
- year = 2019,
- volume = 27,
- number = 12,
- pages = {A611--A619},
- month = may,
- doi = {10.1364/OE.27.00A611},
- url = {https://www.merl.com/publications/TR2019-019}
- }
- Brand, M., "Tri-tone freeforms", Laser Display and Lighting Conference, April 2018.
BibTeX TR2018-043 PDF- @inproceedings{Brand2018apr,
- author = {Brand, Matthew},
- title = {Tri-tone freeforms},
- booktitle = {Laser Display and Lighting Conference},
- year = 2018,
- month = apr,
- url = {https://www.merl.com/publications/TR2018-043}
- }
- Ziming, Z., Brand, M., "Convergent Block Coordinate Descent for Training Tikhonov Regularized Deep Neural Networks", Advances in Neural Information Processing Systems (NIPS), December 2017.
BibTeX TR2017-140 PDF- @inproceedings{Ziming2017dec,
- author = {Ziming, Zhang and Brand, Matthew},
- title = {Convergent Block Coordinate Descent for Training Tikhonov Regularized Deep Neural Networks},
- booktitle = {Advances in Neural Information Processing Systems (NIPS)},
- year = 2017,
- month = dec,
- url = {https://www.merl.com/publications/TR2017-140}
- }
- Brand, M., Aksoylar, A., "Sharp images from freeform optics and extended light sources", OSA Frontiers in Optics, DOI: 10.1364/FIO.2016.FW5H.2, October 2016.
BibTeX TR2016-135 PDF- @inproceedings{Brand2016oct,
- author = {Brand, Matthew and Aksoylar, Aydan},
- title = {Sharp images from freeform optics and extended light sources},
- booktitle = {OSA Frontiers in Optics},
- year = 2016,
- month = oct,
- doi = {10.1364/FIO.2016.FW5H.2},
- isbn = {978-1-943580-19-4},
- url = {https://www.merl.com/publications/TR2016-135}
- }
- Sullivan, A., Brand, M., "Rapid and accurate dose computation and optimization for IMPT", Particle Theory Co-Operative Group, May 2016.
BibTeX TR2016-071 PDF- @inproceedings{Sullivan2016may,
- author = {Sullivan, Alan and Brand, Matthew},
- title = {Rapid and accurate dose computation and optimization for IMPT},
- booktitle = {Particle Theory Co-Operative Group},
- year = 2016,
- month = may,
- url = {https://www.merl.com/publications/TR2016-071}
- }
- Di Cairano, S., Brand, M., "On a Multiplicative Update Dual Optimization Algorithm for Constrained Linear MPC", IEEE Conference on Decision and Control (CDC), December 2013.
BibTeX TR2013-108 PDF Software- @inproceedings{DiCairano2013dec2,
- author = {{Di Cairano}, S. and Brand, M.},
- title = {On a Multiplicative Update Dual Optimization Algorithm for Constrained Linear MPC},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2013,
- month = dec,
- url = {https://www.merl.com/publications/TR2013-108}
- }