Optimization & Theory

Boundary Smoothing for Named Entity Recognition ACL 2022 Bounding the Width of Neural Networks via Coupled Initialization A Worst Case Analysis ICML 2022 BRIO: Bringing Order to Abstractive Summarization ACL 2022 C2AM Loss: Chasing a Better Decision Boundary for Long-Tail Object Detection CVPR 2022 Calibrating Imbalanced Classifiers with Focal Loss: An Empirical Study EMNLP 2022 Calibration Meets Explanation: A Simple and Effective Approach for Model Confidence Estimates EMNLP 2022 Can Neural Nets Learn the Same Model Twice? Investigating Reproducibility and Double Descent From the Decision Boundary Perspective CVPR 2022 Can Push-forward Generative Models Fit Multimodal Distributions? NeurIPS 2022 CAT: Customized Adversarial Training for Improved Robustness IJCAI 2022 CC-CERT: A Probabilistic Approach to Certify General Robustness of Neural Networks AAAI 2022 Chaotic Dynamics are Intrinsic to Neural Network Training with SGD NeurIPS 2022 Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent NeurIPS 2022 Characterizing Datapoints via Second-Split Forgetting NeurIPS 2022 Characterizing the Efficiency vs. Accuracy Trade-off for Long-Context NLP Models ACL 2022 Chefs' Random Tables: Non-Trigonometric Random Features NeurIPS 2022 CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance Fields CVPR 2022 Closed-Form Diffeomorphic Transformations for Time Series Alignment ICML 2022 ClusterFormer: Neural Clustering Attention for Efficient and Effective Transformer ACL 2022 Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-Based Super-resolution AAAI 2022 Combining Compressions for Multiplicative Size Scaling on Natural Language Tasks COLING 2022 Communication-Compressed Adaptive Gradient Method for Distributed Nonconvex Optimization AISTATS 2022 Communication-efficient Distributed Learning for Large Batch Optimization ICML 2022 Compact Token Representations with Contextual Quantization for Efficient Document Re-ranking ACL 2022 Composable Sparse Fine-Tuning for Cross-Lingual Transfer ACL 2022 Compressible-composable NeRF via Rank-residual Decomposition NeurIPS 2022