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Generalization Bounds

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TitleStatusHype
Fast Rate Bounds for Multi-Task and Meta-Learning with Different Sample Sizes—0
Graph Representational Learning: When Does More Expressivity Hurt Generalization?Code0
Generalization Bounds for Quantum Learning via Rényi Divergences—0
Efficient End-to-End Learning for Decision-Making: A Meta-Optimization Approach—0
Generalization Bounds and Stopping Rules for Learning with Self-Selected Data—0
Model Steering: Learning with a Reference Model Improves Generalization Bounds and Scaling LawsCode0
Generalization Analysis for Contrastive Representation Learning under Non-IID Settings—0
Generalization Guarantees for Multi-View Representation Learning and Application to Regularization via Gaussian Product Mixture Prior—0
Achieving Distributive Justice in Federated Learning via Uncertainty QuantificationCode0
Compute-Optimal LLMs Provably Generalize Better With Scale—0
Generalization Bounds in Hybrid Quantum-Classical Machine Learning Models—0
Architecture independent generalization bounds for overparametrized deep ReLU networks—0
Improving Equivariant Networks with Probabilistic Symmetry Breaking—0
Non-vacuous Generalization Bounds for Deep Neural Networks without any modification to the trained models—0
Generalizability of Neural Networks Minimizing Empirical Risk Based on Expressive Ability—0
Stability-based Generalization Analysis of Randomized Coordinate Descent for Pairwise Learning—0
Generalization Bounds for Equivariant Networks on Markov Data—0
Towards Auto-Regressive Next-Token Prediction: In-Context Learning Emerges from Generalization—0
Improved Margin Generalization Bounds for Voting Classifiers—0
Tight Generalization Bounds for Large-Margin Halfspaces—0
SeWA: Selective Weight Average via Probabilistic Masking—0
Scaling Law for Stochastic Gradient Descent in Quadratically Parameterized Linear Regression—0
Understanding the Generalization Error of Markov algorithms through Poissonization—0
Adversarial Transform Particle FiltersCode0
Data-Driven Neural Certificate Synthesis—0
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