neural network optimization

NETWORK INSENSITIVITY TO PARAMETER NOISE VIA PARAMETER ATTACK DURING TRAINING ICLR 2022 Neural Network Weights Do Not Converge to Stationary Points: An Invariant Measure Perspective ICML 2022 NeuroSchedule: A Novel Effective GNN-based Scheduling Method for High-level Synthesis NeurIPS 2022 Non-Iterative Recovery From Nonlinear Observations Using Generative Models CVPR 2022 ODE Transformer: An Ordinary Differential Equation-Inspired Model for Sequence Generation ACL 2022 On global convergence of ResNets: From finite to infinite width using linear parameterization NeurIPS 2022 On the Practical Robustness of the Nesterov’s Accelerated Quasi-Newton Method AAAI 2022 On the SDEs and Scaling Rules for Adaptive Gradient Algorithms NeurIPS 2022 Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning NeurIPS 2022 Optimal channel selection with discrete QCQP AISTATS 2022 Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training ICML 2022 Overparameterization of Deep ResNet: Zero Loss and Mean-field Analysis JMLR 2022 PATS: Sensitivity-aware Noisy Learning for Pretrained Language Models EMNLP 2022 Penalizing Gradient Norm for Efficiently Improving Generalization in Deep Learning ICML 2022 PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies NeurIPS 2022 PokeBNN: A Binary Pursuit of Lightweight Accuracy CVPR 2022 Predicting Attention Sparsity in Transformers ACL 2022 Prior Gradient Mask Guided Pruning-Aware Fine-Tuning AAAI 2022 Probing Structured Pruning on Multilingual Pre-trained Models: Settings, Algorithms, and Efficiency ACL 2022 Provable Learning-based Algorithm For Sparse Recovery ICLR 2022 Quantization-Aware Deep Optics for Diffractive Snapshot Hyperspectral Imaging CVPR 2022 Reasoning over Hybrid Chain for Table-and-Text Open Domain Question Answering IJCAI 2022 Reflash Dropout in Image Super-Resolution CVPR 2022 Rethinking Influence Functions of Neural Networks in the Over-Parameterized Regime AAAI 2022 RIGA at SemEval-2022 Task 1: Scaling Recurrent Neural Networks for CODWOE Dictionary Modeling SemEval 2022