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pac-bayes bound

53 papers

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Also known as

PAC-BAYES

Co-occurring keywords

generalization bound (652) learning theory (519) pac-bayesian bound (40) posterior distribution (259) statistical learning (351) concentration inequality (81) pac-bayes theory (17) bayesian inference (1907) risk bound (71) neural network (6616)

Papers

Scaling Law Analysis in Federated Learning: How to Select the Optimal Model Size? AAAI 2026
CR-SAM: Curvature Regularized Sharpness-Aware Minimization AAAI 2024
More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime validity JMLR 2024
Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound NIPS 2024
Learning via Surrogate PAC-Bayes NIPS 2024
Better-than-KL PAC-Bayes Bounds COLT 2024
Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond NIPS 2024
PAC-Bayes Generalisation Bounds for Dynamical Systems including Stable RNNs AAAI 2024
PAC-Bayes-Chernoff bounds for unbounded losses NIPS 2024
Learning to Warm-Start Fixed-Point Optimization Algorithms JMLR 2024
Length independent PAC-Bayes bounds for Simple RNNs AISTATS 2024
A Unified Recipe for Deriving (Time-Uniform) PAC-Bayes Bounds JMLR 2023
Tighter PAC-Bayes Bounds Through Coin-Betting COLT 2023
The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance NIPS 2023
Exponential Smoothing for Off-Policy Learning ICML 2023
Toward Better PAC-Bayes Bounds for Uniformly Stable Algorithms NIPS 2023
Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty AISTATS 2023
A Unified View on PAC-Bayes Bounds for Meta-Learning ICML 2022
DNA: Domain Generalization with Diversified Neural Averaging ICML 2022
Split-kl and PAC-Bayes-split-kl Inequalities for Ternary Random Variables NIPS 2022
On Margins and Derandomisation in PAC-Bayes AISTATS 2022
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization NIPS 2022
Integral Probability Metrics PAC-Bayes Bounds NIPS 2022
Does the Data Induce Capacity Control in Deep Learning? ICML 2022
Tighter Risk Certificates for Neural Networks JMLR 2021