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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 4 of 7: papers 301 to 400 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.

• Fast Convergence in Learning Two-Layer Neural Networks with Separable Data
  22 May 2023 0 repositories listed
• Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent
  20 May 2023 0 repositories listed
• A unified framework for information-theoretic generalization bounds
  18 May 2023 0 repositories listed
• Generalization Bounds for Neural Belief Propagation Decoders
  17 May 2023 0 repositories listed
• Reinterpreting causal discovery as the task of predicting unobserved joint statistics
  11 May 2023 0 repositories listed
• Reweighted Mixup for Subpopulation Shift
  9 Apr 2023 0 repositories listed
• Infinite-dimensional reservoir computing
  2 Apr 2023 0 repositories listed
• Lower Generalization Bounds for GD and SGD in Smooth Stochastic Convex Optimization
  19 Mar 2023 0 repositories listed
• Fair Off-Policy Learning from Observational Data
  15 Mar 2023 0 repositories listed
• Practicality of generalization guarantees for unsupervised domain adaptation with neural networks
  15 Mar 2023 0 repositories listed
• Light Unbalanced Optimal Transport
  14 Mar 2023 0 repositories listed
• Data-dependent Generalization Bounds via Variable-Size Compressibility
  9 Mar 2023 0 repositories listed
• Provable Pathways: Learning Multiple Tasks over Multiple Paths
  8 Mar 2023 0 repositories listed
• Generalization Error Bounds for Noisy, Iterative Algorithms via Maximal Leakage
  28 Feb 2023 0 repositories listed
• Generalization Bounds for Set-to-Set Matching with Negative Sampling
  25 Feb 2023 0 repositories listed
• Generalization Analysis for Contrastive Representation Learning
  24 Feb 2023 0 repositories listed
• Generalization Bounds for Adversarial Contrastive Learning
  21 Feb 2023 0 repositories listed
• Stability-based Generalization Analysis for Mixtures of Pointwise and Pairwise Learning
  20 Feb 2023 0 repositories listed
• Information Theoretic Lower Bounds for Information Theoretic Upper Bounds
  9 Feb 2023 0 repositories listed
• A unified recipe for deriving (time-uniform) PAC-Bayes bounds
  7 Feb 2023 0 repositories listed
• Norm-based Generalization Bounds for Compositionally Sparse Neural Networks
  28 Jan 2023 0 repositories listed
• Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions
  27 Jan 2023 0 repositories listed
• Separate And Diffuse: Using a Pretrained Diffusion Model for Improving Source Separation
  25 Jan 2023 0 repositories listed
• How To Prevent the Poor Performance Clients for Personalized Federated Learning?
  1 Jan 2023 0 repositories listed
• Leveraging Inter-Rater Agreement for Classification in the Presence of Noisy Labels
  1 Jan 2023 0 repositories listed
• Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization
  27 Dec 2022 0 repositories listed
• Generalization Bounds for Few-Shot Transfer Learning with Pretrained Classifiers
  23 Dec 2022 0 repositories listed
• PAC-Bayesian Treatment Allocation Under Budget Constraints
  18 Dec 2022 0 repositories listed
• Generalization Bounds for Inductive Matrix Completion in Low-noise Settings
  16 Dec 2022 0 repositories listed
• On Generalization and Regularization via Wasserstein Distributionally Robust Optimization
  12 Dec 2022 0 repositories listed
• Hedging Complexity in Generalization via a Parametric Distributionally Robust Optimization Framework
  3 Dec 2022 0 repositories listed
• Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States
  19 Nov 2022 0 repositories listed
• A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction
  12 Nov 2022 0 repositories listed
• Instance-Dependent Generalization Bounds via Optimal Transport
  2 Nov 2022 0 repositories listed
• A PAC-Bayesian Generalization Bound for Equivariant Networks
  24 Oct 2022 0 repositories listed
• PAC-Bayesian Offline Contextual Bandits With Guarantees
  24 Oct 2022 0 repositories listed
• Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport
  24 Oct 2022 0 repositories listed
• A New Family of Generalization Bounds Using Samplewise Evaluated CMI
  12 Oct 2022 0 repositories listed
• Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness
  12 Oct 2022 0 repositories listed
• On the Importance of Gradient Norm in PAC-Bayesian Bounds
  12 Oct 2022 0 repositories listed
• Task-Free Continual Learning via Online Discrepancy Distance Learning
  12 Oct 2022 0 repositories listed
• Contrastive Learning Can Find An Optimal Basis For Approximately View-Invariant Functions
  4 Oct 2022 0 repositories listed
• Scale-invariant Bayesian Neural Networks with Connectivity Tangent Kernel
  30 Sep 2022 0 repositories listed
• Approximate Description Length, Covering Numbers, and VC Dimension
  26 Sep 2022 0 repositories listed
• Generalization Bounds for Stochastic Gradient Descent via Localized ε-Covers
  19 Sep 2022 0 repositories listed
• Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study
  16 Sep 2022 0 repositories listed
• Stability and Generalization for Markov Chain Stochastic Gradient Methods
  16 Sep 2022 0 repositories listed
• On Generalization of Decentralized Learning with Separable Data
  15 Sep 2022 0 repositories listed
• Generalization Bounds for Deep Transfer Learning Using Majority Predictor Accuracy
  13 Sep 2022 0 repositories listed
• Graph Polynomial Convolution Models for Node Classification of Non-Homophilous Graphs
  12 Sep 2022 0 repositories listed
• Generalization In Multi-Objective Machine Learning
  29 Aug 2022 0 repositories listed
• A Novel Plug-and-Play Approach for Adversarially Robust Generalization
  19 Aug 2022 0 repositories listed
• Teacher Guided Training: An Efficient Framework for Knowledge Transfer
  14 Aug 2022 0 repositories listed
• On Rademacher Complexity-based Generalization Bounds for Deep Learning
  8 Aug 2022 0 repositories listed
• On Leave-One-Out Conditional Mutual Information For Generalization
  1 Jul 2022 0 repositories listed
• Robustness Implies Generalization via Data-Dependent Generalization Bounds
  27 Jun 2022 0 repositories listed
• On how to avoid exacerbating spurious correlations when models are overparameterized
  25 Jun 2022 0 repositories listed
• Cold Posteriors through PAC-Bayes
  22 Jun 2022 0 repositories listed
• Data Augmentation vs. Equivariant Networks: A Theory of Generalization on Dynamics Forecasting
  19 Jun 2022 0 repositories listed
• On the Role of Generalization in Transferability of Adversarial Examples
  18 Jun 2022 0 repositories listed
• Provable Generalization of Overparameterized Meta-learning Trained with SGD
  18 Jun 2022 0 repositories listed
• Generalization Bounds for Data-Driven Numerical Linear Algebra
  16 Jun 2022 0 repositories listed
• Max-Margin Works while Large Margin Fails: Generalization without Uniform Convergence
  16 Jun 2022 0 repositories listed
• Memory Classifiers: Two-stage Classification for Robustness in Machine Learning
  10 Jun 2022 0 repositories listed
• What is a Good Metric to Study Generalization of Minimax Learners?
  9 Jun 2022 0 repositories listed
• Boosting the Confidence of Generalization for L₂-Stable Randomized Learning Algorithms
  8 Jun 2022 0 repositories listed
• Reconsidering Learning Objectives in Unbiased Recommendation with Unobserved Confounders
  7 Jun 2022 0 repositories listed
• Dimension Independent Generalization of DP-SGD for Overparameterized Smooth Convex Optimization
  3 Jun 2022 0 repositories listed
• Optimal Weak to Strong Learning
  3 Jun 2022 0 repositories listed
• A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning
  2 Jun 2022 0 repositories listed
• VC Theoretical Explanation of Double Descent
  31 May 2022 0 repositories listed
• Generalization bounds and algorithms for estimating conditional average treatment effect of dosage
  29 May 2022 0 repositories listed
• Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization
  28 May 2022 0 repositories listed
• Generalization Bounds for Gradient Methods via Discrete and Continuous Prior
  27 May 2022 0 repositories listed
• Learning Distributions by Generative Adversarial Networks: Approximation and Generalization
  25 May 2022 0 repositories listed
• Uniform Generalization Bound on Time and Inverse Temperature for Gradient Descent Algorithm and its Application to Analysis of Simulated Annealing
  25 May 2022 0 repositories listed
• SepIt: Approaching a Single Channel Speech Separation Bound
  24 May 2022 0 repositories listed
• Generalization Bounds on Multi-Kernel Learning with Mixed Datasets
  15 May 2022 0 repositories listed
• Formal limitations of sample-wise information-theoretic generalization bounds
  13 May 2022 0 repositories listed
• StableDR: Stabilized Doubly Robust Learning for Recommendation on Data Missing Not at Random
  10 May 2022 0 repositories listed
• Power of Quantum Generative Learning
  10 May 2022 0 repositories listed
• Dynamical simulation via quantum machine learning with provable generalization
  21 Apr 2022 0 repositories listed
• Out-of-distribution generalization for learning quantum dynamics
  21 Apr 2022 0 repositories listed
• Higher-Order Generalization Bounds: Learning Deep Probabilistic Programs via PAC-Bayes Objectives
  30 Mar 2022 0 repositories listed
• Generalization bounds for learning under graph-dependence: A survey
  25 Mar 2022 0 repositories listed
• Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms
  4 Mar 2022 0 repositories listed
• Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond
  27 Feb 2022 0 repositories listed
• Sample Efficiency of Data Augmentation Consistency Regularization
  24 Feb 2022 0 repositories listed
• Towards Unsupervised Domain Adaptation via Domain-Transformer
  24 Feb 2022 0 repositories listed
• From Optimization Dynamics to Generalization Bounds via Łojasiewicz Gradient Inequality
  22 Feb 2022 0 repositories listed
• Convex Surrogate Loss Functions for Contextual Pricing with Transaction Data
  16 Feb 2022 0 repositories listed
• Black-Box Generalization: Stability of Zeroth-Order Learning
  14 Feb 2022 0 repositories listed
• Towards Data-Algorithm Dependent Generalization: a Case Study on Overparameterized Linear Regression
  12 Feb 2022 0 repositories listed
• Generalization Bounds via Convex Analysis
  10 Feb 2022 0 repositories listed
• Improved Information Theoretic Generalization Bounds for Distributed and Federated Learning
  4 Feb 2022 0 repositories listed
• Generalization in Cooperative Multi-Agent Systems
  31 Jan 2022 0 repositories listed
• With Greater Distance Comes Worse Performance: On the Perspective of Layer Utilization and Model Generalization
  28 Jan 2022 0 repositories listed
• Generalization in Supervised Learning Through Riemannian Contraction
  17 Jan 2022 0 repositories listed
• Stability Based Generalization Bounds for Exponential Family Langevin Dynamics
  9 Jan 2022 0 repositories listed
• BARACK: Partially Supervised Group Robustness With Guarantees
  31 Dec 2021 0 repositories listed