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generalization bound

652 papers

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Co-occurring keywords

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

A Non-Asymptotic Moreau Envelope Theory for High-Dimensional Generalized Linear Models NIPS 2022
On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model NIPS 2022
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NIPS 2022
Statistically Meaningful Approximation: a Case Study on Approximating Turing Machines with Transformers NIPS 2022
On Combining Bags to Better Learn from Label Proportions AISTATS 2022
A Unified View on PAC-Bayes Bounds for Meta-Learning ICML 2022
Block Contextual MDPs for Continual Learning L4DC 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning NIPS 2022
Topology-aware Generalization of Decentralized SGD ICML 2022
Stability Based Generalization Bounds for Exponential Family Langevin Dynamics ICML 2022
Understanding Gradual Domain Adaptation: Improved Analysis, Optimal Path and Beyond ICML 2022
Simplified and unified analysis of various learning problems by reduction to Multiple-Instance Learning UAI 2022
Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks NIPS 2022
Federated Learning with Positive and Unlabeled Data ICML 2022
Recovery and Generalization in Over-Realized Dictionary Learning JMLR 2022
Does the Data Induce Capacity Control in Deep Learning? ICML 2022
Robustness Implies Generalization via Data-Dependent Generalization Bounds ICML 2022
Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers ICML 2022
The Trade-offs of Domain Adaptation for Neural Language Models ACL 2022
Non-Vacuous Generalisation Bounds for Shallow Neural Networks ICML 2022
Towards Understanding Sharpness-Aware Minimization ICML 2022
Chained generalisation bounds COLT 2022
On the Optimization of Margin Distribution IJCAI 2022
Generalization Bounds for Data-Driven Numerical Linear Algebra COLT 2022
Towards Bridging Sample Complexity and Model Capacity AAAI 2022