convex relaxation

Overcoming the Convex Barrier for Simplex Inputs NeurIPS 2021 Sparse and Smooth Signal Estimation: Convexification of L0-Formulations JMLR 2021 The Bethe and Sinkhorn Permanents of Low Rank Matrices and Implications for Profile Maximum Likelihood COLT 2021 Adversarial Training and Provable Defenses: Bridging the Gap ICLR 2020 Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming NeurIPS 2020 Fastened CROWN: Tightened Neural Network Robustness Certificates AAAI 2020 Hierarchical Verification for Adversarial Robustness ICML 2020 One Size Fits All: Can We Train One Denoiser for All Noise Levels? ICML 2020 On the Convergence of Stochastic Gradient Descent with Low-Rank Projections for Convex Low-Rank Matrix Problems COLT 2020 Safe screening rules for L0-regression from Perspective Relaxations ICML 2020 The Convex Relaxation Barrier, Revisited: Tightened Single-Neuron Relaxations for Neural Network Verification NeurIPS 2020 A Convex Relaxation Barrier to Tight Robustness Verification of Neural Networks NeurIPS 2019 A Convex Relaxation for Multi-Graph Matching CVPR 2019 Beyond the Single Neuron Convex Barrier for Neural Network Certification NeurIPS 2019 Convex Relaxations for Consensus and Non-Minimal Problems in 3D Vision ICCV 2019 Decentralized sketching of low rank matrices NeurIPS 2019 Efficient Convex Relaxations for Streaming PCA NeurIPS 2019 New Convex Relaxations for MRF Inference With Unknown Graphs ICCV 2019 On Sampling Complexity of the Semidefinite Affine Rank Feasibility Problem AAAI 2019 Practical Coding Function Design for Time-Of-Flight Imaging CVPR 2019 Simultaneous Phase Retrieval and Blind Deconvolution via Convex Programming JMLR 2019 Verification of Non-Linear Specifications for Neural Networks ICLR 2019 A Certifiably Globally Optimal Solution to the Non-Minimal Relative Pose Problem CVPR 2018 An Efficient Semismooth Newton based Algorithm for Convex Clustering ICML 2018 Combinatorial Penalties: Which structures are preserved by convex relaxations? AISTATS 2018