RANSAC Revisited: An Improved Algorithm for Robust Subspace Recovery under Adversarial and Noisy Corruptions.
CoRR, April, 2025
PARQ: Piecewise-Affine Regularized Quantization.
CoRR, March, 2025
Convergence of Gradient Descent with Small Initialization for Unregularized Matrix Completion.
Proceedings of the Thirty Seventh Annual Conference on Learning Theory, June 30, 2024
Global Convergence of Sub-gradient Method for Robust Matrix Recovery: Small Initialization, Noisy Measurements, and Over-parameterization.
J. Mach. Learn. Res., 2023
Robust Sparse Mean Estimation via Incremental Learning.
CoRR, 2023
On the Optimization Landscape of Burer-Monteiro Factorization: When do Global Solutions Correspond to Ground Truth?
CoRR, 2023
Behind the Scenes of Gradient Descent: A Trajectory Analysis via Basis Function Decomposition.
Proceedings of the Eleventh International Conference on Learning Representations, 2023
A Generative Adversarial Model for Weather Radar Echo Extrapolation based on Cycle Generation Structure.
Proceedings of the IEEE Intl Conf on Dependable, 2023
Blessing of Nonconvexity in Deep Linear Models: Depth Flattens the Optimization Landscape Around the True Solution.
CoRR, 2022
Blessing of Depth in Linear Regression: Deeper Models Have Flatter Landscape Around the True Solution.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Towards Understanding Generalization via Decomposing Excess Risk Dynamics.
Proceedings of the Tenth International Conference on Learning Representations, 2022
Dense-FCN: A Deep Learning Approach for Weather Radar Beam Blockage Correction.
Proceedings of the IEEE Intl. Conf. on Dependable, 2022
A Precipitation Prediction Method Based on UNet and Attention Mechanism.
Proceedings of the IEEE Intl. Conf. on Dependable, 2022
10-MHz High-Power Pulse Generator on Boost Module.
IEEE Trans. Ind. Electron., 2021
Implicit Regularization of Sub-Gradient Method in Robust Matrix Recovery: Don't be Afraid of Outliers.
CoRR, 2021
Task Scheduling Based on Multi-level Hashing and HRRN in cloud computing.
Proceedings of the IEEE Intl Conf on Dependable, 2021
Bipolar Microsecond Pulses and Insulated Needle Electrodes for Reducing Muscle Contractions During Irreversible Electroporation.
IEEE Trans. Biomed. Eng., 2017