Neural Network Optimization

A Modern Look at the Relationship between Sharpness and Generalization ICML 2023 A More Accurate Internal Language Model Score Estimation for the Hybrid Autoregressive Transducer Interspeech 2023 Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels ICML 2023 A Natural Bias for Language Generation Models ACL 2023 An Efficient Speech Separation Network Based on Recurrent Fusion Dilated Convolution and Channel Attention Interspeech 2023 A Neural PDE Solver with Temporal Stencil Modeling ICML 2023 An Inexact Augmented Lagrangian Algorithm for Training Leaky ReLU Neural Network with Group Sparsity JMLR 2023 A Noise-Tolerant Differentiable Learning Approach for Single Occurrence Regular Expression with Interleaving AAAI 2023 An SDE for Modeling SAM: Theory and Insights ICML 2023 Approximating Two-Layer Feedforward Networks for Efficient Transformers EMNLP 2023 A Prediction-and-Scheduling Framework for Efficient Order Transfer in Logistics IJCAI 2023 Are GATs Out of Balance? NeurIPS 2023 Are Straight-Through Gradients and Soft-Thresholding All You Need for Sparse Training? WACV 2023 ASkewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks AISTATS 2023 A Spectral Viewpoint on Continual Relation Extraction EMNLP 2023 A Stable and Scalable Method for Solving Initial Value PDEs with Neural Networks ICLR 2023 AstroNet: When Astrocyte Meets Artificial Neural Network CVPR 2023 ATHENA: Mathematical Reasoning with Thought Expansion EMNLP 2023 A Theoretical Analysis of the Learning Dynamics under Class Imbalance ICML 2023 A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks IJCAI 2023 A Unified Approach to Controlling Implicit Regularization via Mirror Descent JMLR 2023 AutoInit: Analytic Signal-Preserving Weight Initialization for Neural Networks AAAI 2023 Automatic Integration for Fast and Interpretable Neural Point Processes L4DC 2023 AutoRL Hyperparameter Landscapes AutoML 2023 AutoSTL: Automated Spatio-Temporal Multi-Task Learning AAAI 2023