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A Survey on Data-Dependent Worst-Case Generalization Bounds

stat.ML · 2026-05-13 · unverdicted · novelty 4.0

The survey unifies extensions of PAC-Bayesian theory to data-dependent sets, geometric and topological complexity measures of optimization trajectories, and stability replacements for information terms into one template inequality with comparative evaluation.

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  • A Survey on Data-Dependent Worst-Case Generalization Bounds stat.ML · 2026-05-13 · unverdicted · none · ref 14

    The survey unifies extensions of PAC-Bayesian theory to data-dependent sets, geometric and topological complexity measures of optimization trajectories, and stability replacements for information terms into one template inequality with comparative evaluation.