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conftrace_

generalization bound

811 papers

Papers

Towards Understanding Generalization of Graph Neural Networks ICML 2023 Towards Understanding Generalization of Macro-AUC in Multi-label Learning ICML 2023 Transformed Low-Rank Parameterization Can Help Robust Generalization for Tensor Neural Networks NeurIPS 2023 Transformers as Algorithms: Generalization and Stability in In-context Learning ICML 2023 Understanding the Generalization Ability of Deep Learning Algorithms: A Kernelized Rényi's Entropy Perspective IJCAI 2023 Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent NeurIPS 2023 What is the Inductive Bias of Flatness Regularization? A Study of Deep Matrix Factorization Models NeurIPS 2023 Window-Based Distribution Shift Detection for Deep Neural Networks NeurIPS 2023 WL meet VC ICML 2023 A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds AISTATS 2022 A Characterization of Semi-Supervised Adversarially Robust PAC Learnability NeurIPS 2022 A Closer Look at Prototype Classifier for Few-shot Image Classification NeurIPS 2022 Analyzing Lottery Ticket Hypothesis from PAC-Bayesian Theory Perspective NeurIPS 2022 A New Family of Generalization Bounds Using Samplewise Evaluated CMI NeurIPS 2022 An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift AISTATS 2022 A Non-Asymptotic Moreau Envelope Theory for High-Dimensional Generalized Linear Models NeurIPS 2022 A PAC-Bayesian Generalization Bound for Equivariant Networks NeurIPS 2022 Approximation and Learning with Deep Convolutional Models: a Kernel Perspective ICLR 2022 A Unified View on PAC-Bayes Bounds for Meta-Learning ICML 2022 Benign Underfitting of Stochastic Gradient Descent NeurIPS 2022 Beyond GNNs: An Efficient Architecture for Graph Problems AAAI 2022 Black-Box Generalization: Stability of Zeroth-Order Learning NeurIPS 2022 Block Contextual MDPs for Continual Learning L4DC 2022 Causal forecasting: generalization bounds for autoregressive models UAI 2022 Chained generalisation bounds COLT 2022