| Advances and open problems in federated learning P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ... Foundations and trends® in machine learning 14 (1–2), 1-210, 2021 | 6063 | 2021 |
| Measuring the effects of non-identical data distribution for federated visual classification TMH Hsu, H Qi, M Brown arXiv preprint arXiv:1909.06335, 2019 | 1065 | 2019 |
| Low-shot learning with imprinted weights H Qi, M Brown, DG Lowe Proceedings of the IEEE conference on computer vision and pattern …, 2018 | 627 | 2018 |
| A field guide to federated optimization J Wang, Z Charles, Z Xu, G Joshi, HB McMahan, M Al-Shedivat, G Andrew, ... arXiv preprint arXiv:2107.06917, 2021 | 363 | 2021 |
| Paleo: A performance model for deep neural networks H Qi, ER Sparks, A Talwalkar International Conference on Learning Representations, 2016 | 239* | 2016 |
| Mariana Raykova, Dawn Song, Weikang Song, Sebastian U P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ... Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth …, 2021 | 189 | 2021 |
| Federated visual classification with real-world data distribution TMH Hsu, H Qi, M Brown arXiv preprint arXiv:2003.08082, 2020 | 185 | 2020 |
| Advances and open problems in federated learning. arXiv 2019 P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ... arXiv preprint arXiv:1912.04977, 1912 | 66 | 1912 |
| Federated multi-target domain adaptation CH Yao, B Gong, H Qi, Y Cui, Y Zhu, MH Yang Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2022 | 62 | 2022 |
| Joint image-text news topic detection and tracking by multimodal topic and-or graph W Li, J Joo, H Qi, SC Zhu IEEE Transactions on Multimedia 19 (2), 367-381, 2016 | 49 | 2016 |
| Scene-centric joint parsing of cross-view videos H Qi, Y Xu, T Yuan, T Wu, SC Zhu Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018 | 21 | 2018 |
| A restricted visual turing test for deep scene and event understanding H Qi, T Wu, MW Lee, SC Zhu arXiv preprint arXiv:1512.01715, 2015 | 21 | 2015 |
| Fedlite: A scalable approach for federated learning on resource-constrained clients J Wang, H Qi, AS Rawat, S Reddi, S Waghmare, FX Yu, G Joshi arXiv preprint arXiv:2201.11865, 2022 | 20 | 2022 |
| L-system based interactive and lightweight web3D tree modeling H Qi, R Qiu, J Jia Proceedings of the 10th International Conference on Virtual Reality …, 2011 | 7 | 2011 |
| Efficient image representation learning with federated sampled softmax SM Waghmare, H Qi, H Chen, M Sirotenko, T Meron arXiv preprint arXiv:2203.04888, 2022 | 2 | 2022 |
| FedLite: Improving communication efficiency in federated split learning J Wang, H Qi, AS Rawat, SJ Reddi, SM Waghmare, F Yu, G Joshi | 1 | 2022 |
| A Joint Parsing System for Visual Scene Understanding H Qi UCLA, 2018 | | 2018 |
| Joint Parsing of Cross-view Scenes with Spatio-temporal Semantic Parse Graphs H Qi, Y Xu, T Yuan, T Wu, SC Zhu | | 2018 |
| Joint Image-Text News Topic Detection and Tracking with And-Or Graph Representation W Li, J Joo, H Qi, SC Zhu arXiv preprint arXiv:1512.04701, 2015 | | 2015 |
Matthew BrownPrincipal Scientist, WayveVerified email at wayve.ai
