generalization bound

Adversarial Training May Induce Deteriorating Distributions UAI 2025 Algorithmic Stability Based Generalization Bounds for Adversarial Training ICLR 2025 A Manifold Perspective on the Statistical Generalization of Graph Neural Networks ICML 2025 Balanced Sharpness-Aware Minimization for Imbalanced Regression ICCV 2025 Beyond Random Masking: When Dropout meets Graph Convolutional Networks ICLR 2025 Compute-Optimal LLMs Provably Generalize Better with Scale ICLR 2025 Data-dependent Algorithmic Robustness Analysis of Pairwise Learning ACML 2025 Domain Adaptation and Entanglement: an Optimal Transport Perspective AISTATS 2025 Elliptic Loss Regularization ICLR 2025 Exactly Tight Information-theoretic Generalization Bounds via Binary Jensen-Shannon Divergence ICML 2025 Explainable Neural Networks with Guarantee: A Sparse Estimation Approach AAAI 2025 Focal-SAM: Focal Sharpness-Aware Minimization for Long-Tailed Classification ICML 2025 Generalization Analysis for Controllable Learning ICML 2025 Generalization Analysis for Deep Contrastive Representation Learning AAAI 2025 Generalization and Distributed Learning of GFlowNets ICLR 2025 Generalization Bounds and Model Complexity for Kolmogorov–Arnold Networks ICLR 2025 Generalization Bounds for Canonicalization: A Comparative Study with Group Averaging ICLR 2025 Generalization Bounds for Dependent Data using Online-to-Batch Conversion. AISTATS 2025 Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs ICLR 2025 Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors ICLR 2025 Generalization in VAE and Diffusion Models: A Unified Information-Theoretic Analysis ICLR 2025 Going Beyond Consistency: Target-oriented Multi-view Graph Neural Network IJCAI 2025 HG-Adapter: Improving Pre-Trained Heterogeneous Graph Neural Networks with Dual Adapters ICLR 2025 How DNNs break the Curse of Dimensionality: Compositionality and Symmetry Learning ICLR 2025 Improved Margin Generalization Bounds for Voting Classifiers COLT 2025