Neural Network Optimization

Implicit Bias of Gradient Descent for Logistic Regression at the Edge of Stability NeurIPS 2023 Implicit Bias of Gradient Descent for Mean Squared Error Regression with Two-Layer Wide Neural Networks JMLR 2023 Implicit Bias of Gradient Descent for Two-layer ReLU and Leaky ReLU Networks on Nearly-orthogonal Data NeurIPS 2023 Implicit Bias of (Stochastic) Gradient Descent for Rank-1 Linear Neural Network NeurIPS 2023 Implicit Jacobian regularization weighted with impurity of probability output ICML 2023 Implicit Regularization in Over-Parameterized Support Vector Machine NeurIPS 2023 Implicit Stochastic Gradient Descent for Training Physics-Informed Neural Networks AAAI 2023 Implicit variance regularization in non-contrastive SSL NeurIPS 2023 Improved Convergence in High Probability of Clipped Gradient Methods with Heavy Tailed Noise NeurIPS 2023 Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming ACL 2023 Improved Powered Stochastic Optimization Algorithms for Large-Scale Machine Learning JMLR 2023 Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples ICML 2023 Improving Adversarial Robustness of Deep Equilibrium Models with Explicit Regulations Along the Neural Dynamics ICML 2023 Improving Adversarial Robustness via Information Bottleneck Distillation NeurIPS 2023 Improving Long Context Document-Level Machine Translation ACL 2023 Improving Multi-Fidelity Optimization With a Recurring Learning Rate for Hyperparameter Tuning WACV 2023 Improving Robustness with Adaptive Weight Decay NeurIPS 2023 Inconsistency, Instability, and Generalization Gap of Deep Neural Network Training NeurIPS 2023 Incorporating Syntactic Knowledge into Pre-trained Language Model using Optimization for Overcoming Catastrophic Forgetting EMNLP 2023 Independent Component Alignment for Multi-Task Learning CVPR 2023 InstantAvatar: Learning Avatars From Monocular Video in 60 Seconds CVPR 2023 Interpreting Positional Information in Perspective of Word Order ACL 2023 Intractability of Learning the Discrete Logarithm with Gradient-Based Methods ACML 2023 Intriguing Properties of Quantization at Scale NeurIPS 2023 Is Overfitting Necessary for Implicit Video Representation? ICML 2023