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Generalization Bounds

Papers archive 2025-07-28

archive papers tagged: 686 · with a code link: 161 · where Syntology ran a sample: 55 (45 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (55 of 686 tagged: 45 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument)

Page 5 of 7: papers 401 to 500 of 686, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Efficient and Reliable Overlay Networks for Decentralized Federated Learning
  12 Dec 2021 0 repositories listed
• Generalization Error Bounds for Iterative Recovery Algorithms Unfolded as Neural Networks
  8 Dec 2021 0 repositories listed
• Generalization Bounds for Graph Embedding Using Negative Sampling: Linear vs Hyperbolic
  1 Dec 2021 0 repositories listed
• Generalization Bounds for (Wasserstein) Robust Optimization
  1 Dec 2021 0 repositories listed
• Generalization Guarantee of SGD for Pairwise Learning
  1 Dec 2021 0 repositories listed
• Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning
  1 Dec 2021 0 repositories listed
• Towards Sharper Generalization Bounds for Structured Prediction
  1 Dec 2021 0 repositories listed
• On Predicting Generalization using GANs
  28 Nov 2021 0 repositories listed
• Time-independent Generalization Bounds for SGLD in Non-convex Settings
  25 Nov 2021 0 repositories listed
• Learning Provably Robust Motion Planners Using Funnel Libraries
  16 Nov 2021 0 repositories listed
• Towards a Unified Information-Theoretic Framework for Generalization
  9 Nov 2021 0 repositories listed
• Learning on Random Balls is Sufficient for Estimating (Some) Graph Parameters
  5 Nov 2021 0 repositories listed
• PAC-Bayesian Learning of Aggregated Binary Activated Neural Networks with Probabilities over Representations
  28 Oct 2021 0 repositories listed
• Optimizing Information-theoretical Generalization Bounds via Anisotropic Noise in SGLD
  26 Oct 2021 0 repositories listed
• Integrated Conditional Estimation-Optimization
  24 Oct 2021 0 repositories listed
• UniFed: A Unified Framework for Federated Learning on Non-IID Image Features
  19 Oct 2021 0 repositories listed
• Explaining generalization in deep learning: progress and fundamental limits
  17 Oct 2021 0 repositories listed
• Block Contextual MDPs for Continual Learning
  13 Oct 2021 0 repositories listed
• Learning from non-irreducible Markov chains
  8 Oct 2021 0 repositories listed
• Boosting the Confidence of Near-Tight Generalization Bounds for Uniformly Stable Randomized Algorithms
  29 Sep 2021 0 repositories listed
• Fairness-aware Federated Learning
  29 Sep 2021 0 repositories listed
• High Probability Generalization Bounds for Minimax Problems with Fast Rates
  29 Sep 2021 0 repositories listed
• Huber Additive Models for Non-stationary Time Series Analysis
  29 Sep 2021 0 repositories listed
• Improved Generalization Bound for Deep Neural Networks Using Geometric Functional Analysis
  29 Sep 2021 0 repositories listed
• Improved Generalization Risk Bounds for Meta-Learning with PAC-Bayes-kl Analysis
  29 Sep 2021 0 repositories listed
• Information-Theoretic Generalization Bounds for Iterative Semi-Supervised Learning
  29 Sep 2021 0 repositories listed
• Optimization and Adaptive Generalization of Three layer Neural Networks
  29 Sep 2021 0 repositories listed
• Task Relatedness-Based Generalization Bounds for Meta Learning
  29 Sep 2021 0 repositories listed
• Theoretical Analysis of Consistency Regularization with Limited Augmented Data
  29 Sep 2021 0 repositories listed
• Theoretical understanding of adversarial reinforcement learning via mean-field optimal control
  29 Sep 2021 0 repositories listed
• Two Regimes of Generalization for Non-Linear Metric Learning
  29 Sep 2021 0 repositories listed
• Robust Generalization of Quadratic Neural Networks via Function Identification
  22 Sep 2021 0 repositories listed
• Uniform Generalization Bounds for Overparameterized Neural Networks
  13 Sep 2021 0 repositories listed
• The Impact of Reinitialization on Generalization in Convolutional Neural Networks
  1 Sep 2021 0 repositories listed
• Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank
  24 Aug 2021 0 repositories listed
• Risk Bounds and Calibration for a Smart Predict-then-Optimize Method
  19 Aug 2021 0 repositories listed
• Stability and Generalization for Randomized Coordinate Descent
  17 Aug 2021 0 repositories listed
• Generalization bounds for nonparametric regression with β-mixing samples
  2 Aug 2021 0 repositories listed
• Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers
  2 Aug 2021 0 repositories listed
• Statistically Meaningful Approximation: a Case Study on Approximating Turing Machines with Transformers
  28 Jul 2021 0 repositories listed
• Multiaccurate Proxies for Downstream Fairness
  9 Jul 2021 0 repositories listed
• Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization
  21 Jun 2021 0 repositories listed
• PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes
  17 Jun 2021 0 repositories listed
• Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds, and Benign Overfitting
  17 Jun 2021 0 repositories listed
• Compression Implies Generalization
  15 Jun 2021 0 repositories listed
• Neural Optimization Kernel: Towards Robust Deep Learning
  11 Jun 2021 0 repositories listed
• Towards Understanding Generalization via Decomposing Excess Risk Dynamics
  11 Jun 2021 0 repositories listed
• Learning distinct features helps, provably
  10 Jun 2021 0 repositories listed
• Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms
  9 Jun 2021 0 repositories listed
• Encoding-dependent generalization bounds for parametrized quantum circuits
  7 Jun 2021 0 repositories listed
• Fine-grained Generalization Analysis of Structured Output Prediction
  31 May 2021 0 repositories listed
• Towards optimally abstaining from prediction with OOD test examples
  28 May 2021 0 repositories listed
• Compressing Heavy-Tailed Weight Matrices for Non-Vacuous Generalization Bounds
  23 May 2021 0 repositories listed
• Identifying and Estimating Causal Effects under Weak Overlap by Generative Prognostic Model
  21 May 2021 0 repositories listed
• Optimizing Information-theoretical Generalization Bound via Anisotropic Noise of SGLD
  21 May 2021 0 repositories listed
• Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds and Benign Overfitting
  21 May 2021 0 repositories listed
• Information Complexity and Generalization Bounds
  4 May 2021 0 repositories listed
• Fine-grained Generalization Analysis of Vector-valued Learning
  29 Apr 2021 0 repositories listed
• Generalization Guarantees for Neural Architecture Search with Train-Validation Split
  29 Apr 2021 0 repositories listed
• Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings
  18 Apr 2021 0 repositories listed
• Generalization bounds via distillation
  12 Apr 2021 0 repositories listed
• Generalization of GANs and overparameterized models under Lipschitz continuity
  6 Apr 2021 0 repositories listed
• Stability and Deviation Optimal Risk Bounds with Convergence Rate O(1/n)
  22 Mar 2021 0 repositories listed
• Mean-field methods and algorithmic perspectives for high-dimensional machine learning
  10 Mar 2021 0 repositories listed
• PAC-Bayes and Information Complexity
  4 Mar 2021 0 repositories listed
• Self-Regularity of Non-Negative Output Weights for Overparameterized Two-Layer Neural Networks
  2 Mar 2021 0 repositories listed
• A Theory of Label Propagation for Subpopulation Shift
  22 Feb 2021 0 repositories listed
• On the Sample Complexity of Stability Constrained Imitation Learning
  18 Feb 2021 0 repositories listed
• Lexicographically Fair Learning: Algorithms and Generalization
  16 Feb 2021 0 repositories listed
• Dimension Free Generalization Bounds for Non Linear Metric Learning
  7 Feb 2021 0 repositories listed
• Generalization of Model-Agnostic Meta-Learning Algorithms: Recurring and Unseen Tasks
  7 Feb 2021 0 repositories listed
• Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels
  5 Feb 2021 0 repositories listed
• Information-Theoretic Generalization Bounds for Stochastic Gradient Descent
  1 Feb 2021 0 repositories listed
• Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds
  15 Jan 2021 0 repositories listed
• Beyond GNNs: A Sample Efficient Architecture for Graph Problems
  1 Jan 2021 0 repositories listed
• Effective Distributed Learning with Random Features: Improved Bounds and Algorithms
  1 Jan 2021 0 repositories listed
• Estimating Lipschitz constants of monotone deep equilibrium models
  1 Jan 2021 0 repositories listed
• f-Domain-Adversarial Learning: Theory and Algorithms for Unsupervised Domain Adaptation with Neural Networks
  1 Jan 2021 0 repositories listed
• Learning Better Structured Representations Using Low-rank Adaptive Label Smoothing
  1 Jan 2021 0 repositories listed
• Lipschitz-Bounded Equilibrium Networks
  1 Jan 2021 0 repositories listed
• Sharper Generalization Bounds for Learning with Gradient-dominated Objective Functions
  1 Jan 2021 0 repositories listed
• Stability analysis of SGD through the normalized loss function
  1 Jan 2021 0 repositories listed
• A Tight Lower Bound for Uniformly Stable Algorithms
  24 Dec 2020 0 repositories listed
• A PAC-Bayesian Approach to Generalization Bounds for Graph Neural Networks
  14 Dec 2020 0 repositories listed
• NeurIPS 2020 Competition: Predicting Generalization in Deep Learning
  14 Dec 2020 0 repositories listed
• Generalization bounds for deep learning
  7 Dec 2020 0 repositories listed
• Conditioning and Processing: Techniques to Improve Information-Theoretic Generalization Bounds
  1 Dec 2020 0 repositories listed
• Instance-based Generalization in Reinforcement Learning
  1 Dec 2020 0 repositories listed
• Sharper Generalization Bounds for Pairwise Learning
  1 Dec 2020 0 repositories listed
• Neural Abstract Reasoner
  12 Nov 2020 0 repositories listed
• Compressive Sensing and Neural Networks from a Statistical Learning Perspective
  29 Oct 2020 0 repositories listed
• Toward Better Generalization Bounds with Locally Elastic Stability
  27 Oct 2020 0 repositories listed
• Non-parametric Binary regression in metric spaces with KL loss
  19 Oct 2020 0 repositories listed
• Failures of model-dependent generalization bounds for least-norm interpolation
  16 Oct 2020 0 repositories listed
• Dissecting Hessian: Understanding Common Structure of Hessian in Neural Networks
  8 Oct 2020 0 repositories listed
• Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data
  7 Oct 2020 0 repositories listed
• A Note on High-Probability versus In-Expectation Guarantees of Generalization Bounds in Machine Learning
  6 Oct 2020 0 repositories listed
• Lipschitz Bounded Equilibrium Networks
  5 Oct 2020 0 repositories listed
• Benign overfitting in ridge regression
  29 Sep 2020 0 repositories listed
• Complex-valued embeddings of generic proximity data
  31 Aug 2020 0 repositories listed