Certification-Enhanced Generalization Bounds

arXiv:2610.06238 · cs.LG · Submitted 2026-10-05 · Read on arXiv

cs.LG

Submitted: 2026-10-05

Updated: 2026-10-05

Terminology

• Generalization — 1× in this paper · explained in 13 episodes
• Generalization Bounds — 1× in this paper · explained in 2 episodes

Sources

• Toward Better Generalization Bounds with Locally Elastic Stability
• The Llama 3 Herd of Models
• Computing Nonvacuous Generalization Bounds for Deep (Stochastic) Neural Networks with Many More Parameters than Training Data
• Provably Safe Model Updates
• Certification-Based Differentially Private Learning
• On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models
• Deep Residual Learning for Image Recognition
• Assumption-free stability for ranking problems
• Generalization Error Bounds for Noisy, Iterative Algorithms
• ImageNet Large Scale Visual Recognition Challenge
• Certified Robustness to Data Poisoning in Gradient-Based Training
• Abstract Gradient Training: A Unified Certification Framework for Data Poisoning, Unlearning, and Differential Privacy
• Exact Certification of Data-Poisoning Attacks Using Mixed-Integer Programming
• Reasoning About Generalization via Conditional Mutual Information
• Relaxation-Informed Training of Neural Network Surrogate Models
• Robust Explanation Constraints for Neural Networks
• Certification for Differentially Private Prediction in Gradient-Based Training
• Information-theoretic analysis of generalization capability of learning algorithms
• Qwen3 Technical Report
• Efficient Neural Network Robustness Certification with General Activation Functions

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