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generalization bound

652 papers

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learning theory (519) neural network (6616) stochastic gradient descent (1091) algorithmic stability (82) rademacher complexity (109) sample complexity (1169) generalization error (285) pac-bayes bound (53) kernel methods (1097) neural network optimization (1293)

Papers

Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning ICML 2021
Provably Strict Generalisation Benefit for Equivariant Models ICML 2021
Train simultaneously, generalize better: Stability of gradient-based minimax learners ICML 2021
Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise ICML 2021
Fine-grained Generalization Analysis of Structured Output Prediction IJCAI 2021
GLISTER: Generalization based Data Subset Selection for Efficient and Robust Learning AAAI 2021
Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning ACL 2021
Self-Attention Networks Can Process Bounded Hierarchical Languages ACL 2021
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability NIPS 2021
Lower and Upper Bounds on the Pseudo-Dimension of Tensor Network Models NIPS 2021
On the Validity of Modeling SGD with Stochastic Differential Equations (SDEs) NIPS 2021
A PAC-Bayes Analysis of Adversarial Robustness NIPS 2021
The Effect of the Intrinsic Dimension on the Generalization of Quadratic Classifiers NIPS 2021
Learning the optimal Tikhonov regularizer for inverse problems NIPS 2021
Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis NIPS 2021
Towards a Unified Information-Theoretic Framework for Generalization NIPS 2021
Towards Sharper Generalization Bounds for Structured Prediction NIPS 2021
Stability and Generalization of Bilevel Programming in Hyperparameter Optimization NIPS 2021
Measuring Generalization with Optimal Transport NIPS 2021
A Universal Law of Robustness via Isoperimetry NIPS 2021
Robust Generalization despite Distribution Shift via Minimum Discriminating Information NIPS 2021
Time-independent Generalization Bounds for SGLD in Non-convex Settings NIPS 2021
Fine-grained Generalization Analysis of Inductive Matrix Completion NIPS 2021
Generalization Bounds for (Wasserstein) Robust Optimization NIPS 2021
Fine-grained Generalization Analysis of Vector-Valued Learning AAAI 2021