conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Neural Network Optimization

3,648 papers

Papers per year

Papers

Nyström Method for Accurate and Scalable Implicit Differentiation AISTATS 2023
AlphaD3M: An Open-Source AutoML Library for Multiple ML Tasks AUTOML 2023
Gradient Descent in Neural Networks as Sequential Learning in Reproducing Kernel Banach Space ICML 2023
Physics-Informed Model-Based Reinforcement Learning L4DC 2023
Towards Deep Attention in Graph Neural Networks: Problems and Remedies ICML 2023
PPG Reloaded: An Empirical Study on What Matters in Phasic Policy Gradient ICML 2023
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs NIPS 2023
A General Regret Bound of Preconditioned Gradient Method for DNN Training CVPR 2023
Searching for Robust Binary Neural Networks via Bimodal Parameter Perturbation WACV 2023
Learning Physics-Informed Neural Networks without Stacked Back-propagation AISTATS 2023
How much does Initialization Affect Generalization? ICML 2023
On the Overlooked Structure of Stochastic Gradients NIPS 2023
Understanding Plasticity in Neural Networks ICML 2023
Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy NIPS 2023
Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization CVPR 2023
Principled Weight Initialisation for Input-Convex Neural Networks NIPS 2023
Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels ICML 2023
Fast Convergence in Learning Two-Layer Neural Networks with Separable Data AAAI 2023
Trained MT Metrics Learn to Cope with Machine-translated References EMNLP 2023
When to Use Efficient Self Attention? Profiling Text, Speech and Image Transformer Variants ACL 2023
Super-Resolution Neural Operator CVPR 2023
Why Does Sharpness-Aware Minimization Generalize Better Than SGD? NIPS 2023
Dynamic Tensor Decomposition via Neural Diffusion-Reaction Processes NIPS 2023
CircuitNet: A Generic Neural Network to Realize Universal Circuit Motif Modeling ICML 2023
SAAL: Sharpness-Aware Active Learning ICML 2023