Optimization & Theory

APG: Adaptive Parameter Generation Network for Click-Through Rate Prediction NeurIPS 2022 ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems AAAI 2022 Approximate Secular Equations for the Cubic Regularization Subproblem NeurIPS 2022 A Practical, Progressively-Expressive GNN NeurIPS 2022 A proof of convergence for the gradient descent optimization method with random initializations in the training of neural networks with ReLU activation for piecewise linear target functions JMLR 2022 A Quantitative Geometric Approach to Neural-Network Smoothness NeurIPS 2022 A Random Matrix Perspective on Mixtures of Nonlinearities in High Dimensions AISTATS 2022 Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search CVPR 2022 Are All Losses Created Equal: A Neural Collapse Perspective NeurIPS 2022 A Reparametrization-Invariant Sharpness Measure Based on Information Geometry NeurIPS 2022 Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural Networks NeurIPS 2022 A Short-Term Tropical Cyclone Intensity Forecasting Method Based on High-Order Tensor (Student Abstract) AAAI 2022 A Simple Guard for Learned Optimizers ICML 2022 A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation ACL 2022 A Sparse-Motif Ensemble Graph Convolutional Network against Over-smoothing IJCAI 2022 A Spectral Perspective of DNN Robustness to Label Noise AISTATS 2022 Assessing Generalization of SGD via Disagreement ICLR 2022 Assessing the Linguistic Knowledge in Arabic Pre-trained Language Models Using Minimal Pairs EMNLP 2022 A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network Calibration CVPR 2022 A Stochastic Momentum Accelerated Quasi-Newton Method for Neural Networks (Student Abstract) AAAI 2022 A Study on the Ramanujan Graph Property of Winning Lottery Tickets ICML 2022 A Theoretical View on Sparsely Activated Networks NeurIPS 2022 Attention Mechanism with Energy-Friendly Operations ACL 2022 Attention Temperature Matters in Abstractive Summarization Distillation ACL 2022 Attentive Fine-Grained Structured Sparsity for Image Restoration CVPR 2022