Optimization & Theory

Debiasing Masks: A New Framework for Shortcut Mitigation in NLU EMNLP 2022 Declarative nets that are equilibrium models ICLR 2022 Deconfounded Representation Similarity for Comparison of Neural Networks NeurIPS 2022 DECORE: Deep Compression With Reinforcement Learning CVPR 2022 DeeCap: Dynamic Early Exiting for Efficient Image Captioning CVPR 2022 Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis NeurIPS 2022 Deep AutoAugment ICLR 2022 Deep Compression of Pre-trained Transformer Models NeurIPS 2022 Deep Generalized Unfolding Networks for Image Restoration CVPR 2022 DeepHardMark: Towards Watermarking Neural Network Hardware AAAI 2022 DeepLIIF: An Online Platform for Quantification of Clinical Pathology Slides CVPR 2022 Deeply Tensor Compressed Transformers for End-to-End Object Detection AAAI 2022 Deep Model Reassembly NeurIPS 2022 Deep Network Approximation in Terms of Intrinsic Parameters ICML 2022 Deep Networks on Toroids: Removing Symmetries Reveals the Structure of Flat Regions in the Landscape Geometry ICML 2022 Deep Representation Debiasing via Mutual Information Minimization and Maximization (Student Abstract) AAAI 2022 DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale ICML 2022 DeepVisualInsight: Time-Travelling Visualization for Spatio-Temporal Causality of Deep Classification Training AAAI 2022 Defending Against Adversarial Attacks via Neural Dynamic System NeurIPS 2022 Delving Into the Estimation Shift of Batch Normalization in a Network CVPR 2022 DEMETR: Diagnosing Evaluation Metrics for Translation EMNLP 2022 Demystifying the Neural Tangent Kernel From a Practical Perspective: Can It Be Trusted for Neural Architecture Search Without Training? CVPR 2022 Deploying an Artificial Intelligence Application to Detect Flood from Sentinel 1 Data AAAI 2022 Depth and Feature Learning are Provably Beneficial for Neural Network Discriminators COLT 2022 Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization ICML 2022