Generalization

Pruning is Optimal for Learning Sparse Features in High-Dimensions COLT 2024 The Generalization Gap in Offline Reinforcement Learning ICLR 2024 Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection CVPR 2024 Understanding Scaling Laws with Statistical and Approximation Theory for Transformer Neural Networks on Intrinsically Low-dimensional Data NeurIPS 2024 AGAIN: Adversarial Training With Attribution Span Enlargement and Hybrid Feature Fusion CVPR 2023 An Adaptive Policy to Employ Sharpness-Aware Minimization ICLR 2023 Benign Overfitting in Linear Classifiers and Leaky ReLU Networks from KKT Conditions for Margin Maximization COLT 2023 Better Loss Landscape Visualization for Deep Neural Networks with Trajectory Information ACML 2023 Disentangling the Mechanisms Behind Implicit Regularization in SGD ICLR 2023 Feature selection and low test error in shallow low-rotation ReLU networks ICLR 2023 Generalization and Estimation Error Bounds for Model-based Neural Networks ICLR 2023 Graph Neural Networks are Inherently Good Generalizers: Insights by Bridging GNNs and MLPs ICLR 2023 Impact of classification difficulty on the weight matrices spectra in Deep Learning and application to early-stopping JMLR 2023 Implicit Bias in Leaky ReLU Networks Trained on High-Dimensional Data ICLR 2023 Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear Functions ICLR 2023 Implicit regularization in Heavy-ball momentum accelerated stochastic gradient descent ICLR 2023 Networks are Slacking Off: Understanding Generalization Problem in Image Deraining NeurIPS 2023 Noise Injection Node Regularization for Robust Learning ICLR 2023 Powderworld: A Platform for Understanding Generalization via Rich Task Distributions ICLR 2023 Sparsity-aware generalization theory for deep neural networks COLT 2023 Tuning Frequency Bias in Neural Network Training with Nonuniform Data ICLR 2023 When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning ICLR 2023 Why (and When) does Local SGD Generalize Better than SGD? ICLR 2023 Analyzing Lottery Ticket Hypothesis from PAC-Bayesian Theory Perspective NeurIPS 2022 Assessing Generalization of SGD via Disagreement ICLR 2022