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Generalization Bounds

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TitleStatusHype
Two-Layer Generalization Analysis for Ranking Using Rademacher Average—0
Two Regimes of Generalization for Non-Linear Metric Learning—0
Understanding Adversarially Robust Generalization via Weight-Curvature Index—0
Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression—0
Understanding Difficult-to-learn Examples in Contrastive Learning: A Theoretical Framework for Spectral Contrastive Learning—0
Understanding Generalization in Recurrent Neural Networks—0
Understanding prompt engineering may not require rethinking generalization—0
Understanding the Generalization Error of Markov algorithms through Poissonization—0
Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling—0
Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization—0
Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds, and Benign Overfitting—0
Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds and Benign Overfitting—0
Uniform Generalization Bound on Time and Inverse Temperature for Gradient Descent Algorithm and its Application to Analysis of Simulated Annealing—0
Uniform Generalization Bounds for Overparameterized Neural Networks—0
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets—0
Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent—0
Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models—0
VC-Dimension Based Generalization Bounds for Relational Learning—0
VC Theoretical Explanation of Double Descent—0
Weighted Distance Nearest Neighbor Condensing—0
What is a Good Metric to Study Generalization of Minimax Learners?—0
When and why are log-linear models self-normalizing?—0
When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights—0
Which Algorithms Have Tight Generalization Bounds?—0
Wide Neural Networks are Interpolating Kernel Methods: Impact of Initialization on Generalization—0
With Greater Distance Comes Worse Performance: On the Perspective of Layer Utilization and Model Generalization—0
Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes—0
Learning distinct features helps, provably—0
Generalization Bounds for Quantum Learning via Rényi Divergences—0
Efficient End-to-End Learning for Decision-Making: A Meta-Optimization Approach—0
A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning—0
A Convex Relaxation Approach to Generalization Analysis for Parallel Positively Homogeneous Networks—0
Active Few-Shot Fine-Tuning—0
Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank—0
Adaptive Data Analysis for Growing Data—0
Adaptive Metric Dimensionality Reduction—0
Adversarial Multiple Source Domain Adaptation—0
Adversarial Networks and Autoencoders: The Primal-Dual Relationship and Generalization Bounds—0
A Functional Perspective on Learning Symmetric Functions with Neural Networks—0
A Generalization Bound for Nearly-Linear Networks—0
A Generalization Bound for Online Variational Inference—0
A Generalization Bound of Deep Neural Networks for Dependent Data—0
Generalization Error Bounds of Gradient Descent for Learning Over-parameterized Deep ReLU Networks—0
A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction—0
Aggregation Weighting of Federated Learning via Generalization Bound Estimation—0
Algorithm-Dependent Generalization Bounds for Overparameterized Deep Residual Networks—0
Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions—0
Algorithmic Stability of Stochastic Gradient Descent with Momentum under Heavy-Tailed Noise—0
Algorithms for Learning Kernels Based on Centered Alignment—0
A Limitation of the PAC-Bayes Framework—0
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