Generalization

Beyond Lipschitz: Sharp Generalization and Excess Risk Bounds for Full-Batch GD ICLR 2023 Bi-Drop: Enhancing Fine-tuning Generalization via Synchronous sub-net Estimation and Optimization EMNLP 2023 Compositional Abilities Emerge Multiplicatively: Exploring Diffusion Models on a Synthetic Task NeurIPS 2023 Do CoNLL-2003 Named Entity Taggers Still Work Well in 2023? ACL 2023 Dynamics Generalisation in Reinforcement Learning via Adaptive Context-Aware Policies NeurIPS 2023 Effects of Human Adversarial and Affable Samples on BERT Generalization EMNLP 2023 Exponential Generalization Bounds with Near-Optimal Rates for L_q-Stable Algorithms ICLR 2023 Generalization Guarantees via Algorithm-dependent Rademacher Complexity COLT 2023 Generalization in the Face of Adaptivity: A Bayesian Perspective NeurIPS 2023 Generalization on the Unseen, Logic Reasoning and Degree Curriculum ICML 2023 Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs IJCAI 2023 How Does Information Bottleneck Help Deep Learning? ICML 2023 How Sharpness-Aware Minimization Minimizes Sharpness? ICLR 2023 Implicit Balancing and Regularization: Generalization and Convergence Guarantees for Overparameterized Asymmetric Matrix Sensing COLT 2023 Information Theoretic Lower Bounds for Information Theoretic Upper Bounds NeurIPS 2023 Intrinsic dimensionality and generalization properties of the R-norm inductive bias COLT 2023 Lexical Repetitions Lead to Rote Learning: Unveiling the Impact of Lexical Overlap in Train and Test Reference Summaries EMNLP 2023 Local Intrinsic Dimensional Entropy AAAI 2023 Local Risk Bounds for Statistical Aggregation COLT 2023 Malign Overfitting: Interpolation and Invariance are Fundamentally at Odds ICLR 2023 Max-Margin Works while Large Margin Fails: Generalization without Uniform Convergence ICLR 2023 Norm-based Generalization Bounds for Sparse Neural Networks NeurIPS 2023 On Evaluating Multilingual Compositional Generalization with Translated Datasets ACL 2023 On the Limitations of Simulating Active Learning ACL 2023 On the Stability and Generalization of Triplet Learning AAAI 2023