Optimization

Robust Flexible Feature Selection via Exclusive L21 Regularization IJCAI 2019 Robust Graph Embedding with Noisy Link Weights AISTATS 2019 Robust Learning from Noisy Side-information by Semidefinite Programming IJCAI 2019 Robust Matrix Completion from Quantized Observations AISTATS 2019 Robust Negative Sampling for Network Embedding AAAI 2019 Robustness Can Be Cheap: A Highly Efficient Approach to Discover Outliers under High Outlier Ratios AAAI 2019 Robust Online Matching with User Arrival Distribution Drift AAAI 2019 Robust Optimization over Multiple Domains AAAI 2019 Robustra: Training Provable Robust Neural Networks over Reference Adversarial Space IJCAI 2019 Robust Singular Smoothers for Tracking Using Low-Fidelity Data RSS 2019 Robust Subspace Clustering With Independent and Piecewise Identically Distributed Noise Modeling CVPR 2019 RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering IJCAI 2019 Robust Video Stabilization by Optimization in CNN Weight Space CVPR 2019 Root Mean Square Layer Normalization NeurIPS 2019 RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks ICLR 2019 RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets AAAI 2019 RSN: Randomized Subspace Newton NeurIPS 2019 Safe and Sample-Efficient Reinforcement Learning Algorithms for Factored Environments IJCAI 2019 Safe Convex Learning under Uncertain Constraints AISTATS 2019 Safe Grid Search with Optimal Complexity ICML 2019 SAGA with Arbitrary Sampling ICML 2019 Sample Complexity of Sinkhorn Divergences AISTATS 2019 Sampled Softmax with Random Fourier Features NeurIPS 2019 Sampling Wisely: Deep Image Embedding by Top-K Precision Optimization ICCV 2019 SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver ICML 2019