Explaining Landscape Connectivity of Low-cost Solutions for Multilayer Nets R Kuditipudi, X Wang, H Lee, Y Zhang, Z Li, W Hu, R Ge, S Arora Neural Information Processing Systems (NeurIPS 2019), 2019 | 87 | 2019 |
Learning two-layer neural networks with symmetric inputs R Ge, R Kuditipudi, Z Li, X Wang International Conference on Learning Representations (ICLR 2019), 2018 | 65 | 2018 |
Understanding Edge-of-Stability Training Dynamics with a Minimalist Example X Zhu, Z Wang, X Wang, M Zhou, R Ge International Conference on Learning Representations (ICLR 2023), 2022 | 35 | 2022 |
Stabilized SVRG: Simple Variance Reduction for Nonconvex Optimization R Ge, Z Li, W Wang, X Wang Conference on Learning Theory (COLT 2019), 2019 | 35 | 2019 |
Towards Understanding the Data Dependency of Mixup-style Training M Chidambaram, X Wang, Y Hu, C Wu, R Ge International Conference on Learning Representations (ICLR 2022), 2021 | 30 | 2021 |
Understanding Deflation Process in Over-parametrized Tensor Decomposition R Ge, Y Ren, X Wang, M Zhou Neural Information Processing Systems (NeurIPS 2021), 2021 | 22 | 2021 |
Guarantees for Tuning the Step Size using a Learning-to-Learn Approach X Wang, S Yuan, C Wu, R Ge International Conference on Machine Learning (ICML 2021), 2020 | 22 | 2020 |
Towards demystifying representation learning with non-contrastive self-supervision X Wang, X Chen, SS Du, Y Tian arXiv preprint arXiv:2110.04947, 2021 | 20 | 2021 |
Beyond Lazy Training for Over-parameterized Tensor Decomposition X Wang, C Wu, JD Lee, T Ma, R Ge Neural Information Processing Systems (NeurIPS 2020), 2020 | 13 | 2020 |
Strategy-proof data auctions with negative externalities X Wang, Z Zheng, F Wu, X Dong, S Tang, G Chen International Conference on Autonomous Agents & Multiagent Systems (AAMAS 2016), 2016 | 8 | 2016 |
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup M Chidambaram, X Wang, C Wu, R Ge International Conference on Machine Learning (ICML 2023), 2022 | 7 | 2022 |
Plateau in Monotonic Linear Interpolation--A" Biased" View of Loss Landscape for Deep Networks X Wang, AN Wang, M Zhou, R Ge International Conference on Learning Representations (ICLR 2023), 2022 | 6 | 2022 |
Efficient auctions with identity-dependent negative externalities C Zhang, X Wang, F Wu, X Bei International Conference on Autonomous Agents & Multiagent Systems (AAMAS 2018), 2018 | 4 | 2018 |