Optimization & Theory

Universal Joint Approximation of Manifolds and Densities by Simple Injective Flows ICML 2022 Using Deep Mixture-of-Experts to Detect Word Meaning Shift for TempoWiC EMNLP 2022 Vanishing Curvature in Randomly Initialized Deep ReLU Networks AISTATS 2022 Variance Reduced EXTRA and DIGing and Their Optimal Acceleration for Strongly Convex Decentralized Optimization JMLR 2022 VectorAdam for Rotation Equivariant Geometry Optimization NeurIPS 2022 Verification of Neural-Network Control Systems by Integrating Taylor Models and Zonotopes AAAI 2022 Video compression dataset and benchmark of learning-based video-quality metrics NeurIPS 2022 ViewFool: Evaluating the Robustness of Visual Recognition to Adversarial Viewpoints NeurIPS 2022 VisCUIT: Visual Auditor for Bias in CNN Image Classifier CVPR 2022 Visual Explanations for Convolutional Neural Networks via Latent Traversal of Generative Adversarial Networks (Student Abstract) AAAI 2022 VTC-LFC: Vision Transformer Compression with Low-Frequency Components NeurIPS 2022 Wavelet Feature Maps Compression for Image-to-Image CNNs NeurIPS 2022 Wavelet Knowledge Distillation: Towards Efficient Image-to-Image Translation CVPR 2022 W-CTC: a Connectionist Temporal Classification Loss with Wild Cards ICLR 2022 What Can the Neural Tangent Kernel Tell Us About Adversarial Robustness? NeurIPS 2022 What Happens after SGD Reaches Zero Loss? --A Mathematical Framework ICLR 2022 What Language Model to Train if You Have One Million GPU Hours? EMNLP 2022 What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment EMNLP 2022 What Works and Doesn’t Work, A Deep Decoder for Neural Machine Translation ACL 2022 What You See is What You Get: Principled Deep Learning via Distributional Generalization NeurIPS 2022 When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022 When Does Differentially Private Learning Not Suffer in High Dimensions? NeurIPS 2022 When does dough become a bagel? Analyzing the remaining mistakes on ImageNet NeurIPS 2022 When Do Flat Minima Optimizers Work? NeurIPS 2022 When To Prune? A Policy Towards Early Structural Pruning CVPR 2022