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Generalization Bounds

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TitleStatusHype
Towards Sharper Risk Bounds for Minimax Problems—0
Online-to-PAC generalization bounds under graph-mixing dependencies—0
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks—0
Understanding Adversarially Robust Generalization via Weight-Curvature Index—0
Large Language Models as Markov Chains—0
Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and OptimizationCode0
Equivariant score-based generative models provably learn distributions with symmetries efficiently—0
Which Algorithms Have Tight Generalization Bounds?—0
Sample Compression Unleashed: New Generalization Bounds for Real Valued LossesCode0
Learning to Classify Quantum Phases of Matter with a Few Measurements—0
Introduction to Machine Learning—0
Online Optimization for Learning to Communicate over Time-Correlated Channels—0
A Markovian Model for Learning-to-Optimize—0
Misclassification excess risk bounds for PAC-Bayesian classification via convexified loss—0
Learning Decisions Offline from Censored Observations with ε-insensitive Operational Costs—0
Generalization bounds for regression and classification on adaptive covering input domains—0
Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models—0
Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems—0
Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms—0
A Generalization Bound for Nearly-Linear Networks—0
When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights—0
Optimal deep learning of holomorphic operators between Banach spaces—0
Generalization bounds for mixing processes via delayed online-to-PAC conversions—0
Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning—0
A Manifold Perspective on the Statistical Generalization of Graph Neural Networks—0
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