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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 6 of 7: papers 501 to 600 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.

• A Functional Perspective on Learning Symmetric Functions with Neural Networks
  16 Aug 2020 0 repositories listed
• On Localized Discrepancy for Domain Adaptation
  14 Aug 2020 0 repositories listed
• Tighter Generalization Bounds for Iterative Differentially Private Learning Algorithms
  18 Jul 2020 0 repositories listed
• Functions with average smoothness: structure, algorithms, and learning
  13 Jul 2020 0 repositories listed
• Predictive Value Generalization Bounds
  9 Jul 2020 0 repositories listed
• Relative Deviation Margin Bounds
  26 Jun 2020 0 repositories listed
• A Limitation of the PAC-Bayes Framework
  24 Jun 2020 0 repositories listed
• Private Stochastic Non-Convex Optimization: Adaptive Algorithms and Tighter Generalization Bounds
  24 Jun 2020 0 repositories listed
• PAC-Bayesian Generalization Bounds for MultiLayer Perceptrons
  16 Jun 2020 0 repositories listed
• Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent
  15 Jun 2020 0 repositories listed
• Learnability with Indirect Supervision Signals
  15 Jun 2020 0 repositories listed
• Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses
  12 Jun 2020 0 repositories listed
• Recovery and Generalization in Over-Realized Dictionary Learning
  11 Jun 2020 0 repositories listed
• Tangent Space Sensitivity and Distribution of Linear Regions in ReLU Networks
  11 Jun 2020 0 repositories listed
• Generalization Bounds in the Presence of Outliers: a Median-of-Means Study
  9 Jun 2020 0 repositories listed
• Near-Tight Margin-Based Generalization Bounds for Support Vector Machines
  3 Jun 2020 0 repositories listed
• Generalization Bounds via Information Density and Conditional Information Density
  16 May 2020 0 repositories listed
• Stopping criterion for active learning based on deterministic generalization bounds
  15 May 2020 0 repositories listed
• Information-Theoretic Generalization Bounds for Meta-Learning and Applications
  9 May 2020 0 repositories listed
• Improved Sample Complexities for Deep Neural Networks and Robust Classification via an All-Layer Margin
  1 May 2020 0 repositories listed
• Understanding Generalization in Recurrent Neural Networks
  1 May 2020 0 repositories listed
• Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms
  27 Apr 2020 0 repositories listed
• Detached Error Feedback for Distributed SGD with Random Sparsification
  11 Apr 2020 0 repositories listed
• Deep Networks as Logical Circuits: Generalization and Interpretation
  25 Mar 2020 0 repositories listed
• Neural Networks and Polynomial Regression. Demystifying the Overparametrization Phenomena
  23 Mar 2020 0 repositories listed
• De-randomized PAC-Bayes Margin Bounds: Applications to Non-convex and Non-smooth Predictors
  23 Feb 2020 0 repositories listed
• On the generalization of bayesian deep nets for multi-class classification
  23 Feb 2020 0 repositories listed
• On generalization in moment-based domain adaptation
  19 Feb 2020 0 repositories listed
• Learning Fair Scoring Functions: Bipartite Ranking under ROC-based Fairness Constraints
  19 Feb 2020 0 repositories listed
• Generalization and Representational Limits of Graph Neural Networks
  14 Feb 2020 0 repositories listed
• Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization
  13 Feb 2020 0 repositories listed
• Nested Barycentric Coordinate System as an Explicit Feature Map
  5 Feb 2020 0 repositories listed
• Apportioned Margin Approach for Cost Sensitive Large Margin Classifiers
  4 Feb 2020 0 repositories listed
• Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects
  21 Jan 2020 0 repositories listed
• Risk Bounds for Low Cost Bipartite Ranking
  2 Dec 2019 0 repositories listed
• A Primal-Dual link between GANs and Autoencoders
  1 Dec 2019 0 repositories listed
• Regularized Gradient Boosting
  1 Dec 2019 0 repositories listed
• Coarse-Refinement Dilemma: On Generalization Bounds for Data Clustering
  13 Nov 2019 0 repositories listed
• Learning-Based Low-Rank Approximations
  30 Oct 2019 0 repositories listed
• On Generalization Bounds of a Family of Recurrent Neural Networks
  28 Oct 2019 0 repositories listed
• Global Capacity Measures for Deep ReLU Networks via Path Sampling
  22 Oct 2019 0 repositories listed
• Sharper bounds for uniformly stable algorithms
  17 Oct 2019 0 repositories listed
• Improved Generalization Bounds of Group Invariant / Equivariant Deep Networks via Quotient Feature Spaces
  15 Oct 2019 0 repositories listed
• Generalization Bounds for Neural Networks via Approximate Description Length
  13 Oct 2019 0 repositories listed
• Algorithm-Dependent Generalization Bounds for Overparameterized Deep Residual Networks
  7 Oct 2019 0 repositories listed
• Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics
  5 Oct 2019 0 repositories listed
• A Rademacher Complexity Based Method fo rControlling Power and Confidence Level in Adaptive Statistical Analysis
  4 Oct 2019 0 repositories listed
• Generalization Bounds for Convolutional Neural Networks
  3 Oct 2019 0 repositories listed
• Partial differential equation regularization for supervised machine learning
  3 Oct 2019 0 repositories listed
• Margin-Based Generalization Lower Bounds for Boosted Classifiers
  27 Sep 2019 0 repositories listed
• A Mechanism of Implicit Regularization in Deep Learning
  25 Sep 2019 0 repositories listed
• A Uniform Generalization Error Bound for Generative Adversarial Networks
  25 Sep 2019 0 repositories listed
• Knowledge Graph Embedding: A Probabilistic Perspective and Generalization Bounds
  25 Sep 2019 0 repositories listed
• PAC-Bayesian Neural Network Bounds
  25 Sep 2019 0 repositories listed
• Wide Neural Networks are Interpolating Kernel Methods: Impact of Initialization on Generalization
  25 Sep 2019 0 repositories listed
• Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation
  6 Sep 2019 0 repositories listed
• Efron-Stein PAC-Bayesian Inequalities
  4 Sep 2019 0 repositories listed
• Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes
  20 Aug 2019 0 repositories listed
• How much data is sufficient to learn high-performing algorithms? Generalization guarantees for data-driven algorithm design
  8 Aug 2019 0 repositories listed
• Learning from weakly dependent data under Dobrushin's condition
  21 Jun 2019 0 repositories listed
• Robust Regression for Safe Exploration in Control
  13 Jun 2019 0 repositories listed
• Decoupling Gating from Linearity
  12 Jun 2019 0 repositories listed
• Stable Rank Normalization for Improved Generalization in Neural Networks and GANs
  11 Jun 2019 0 repositories listed
• Deterministic PAC-Bayesian generalization bounds for deep networks via generalizing noise-resilience
  30 May 2019 0 repositories listed
• Generalization Bounds of Stochastic Gradient Descent for Wide and Deep Neural Networks
  30 May 2019 0 repositories listed
• Generalization bounds for deep convolutional neural networks
  29 May 2019 0 repositories listed
• Generalization Bounds in the Predict-then-Optimize Framework
  27 May 2019 0 repositories listed
• Gradient Descent can Learn Less Over-parameterized Two-layer Neural Networks on Classification Problems
  23 May 2019 0 repositories listed
• The role of invariance in spectral complexity-based generalization bounds
  23 May 2019 0 repositories listed
• Stability and Generalization of Graph Convolutional Neural Networks
  3 May 2019 0 repositories listed
• ON BREIMAN’S DILEMMA IN NEURAL NETWORKS: SUCCESS AND FAILURE OF NORMALIZED MARGINS
  1 May 2019 0 repositories listed
• On Tighter Generalization Bounds for Deep Neural Networks: CNNs, ResNets, and Beyond
  1 May 2019 0 repositories listed
• Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning
  25 Apr 2019 0 repositories listed
• PLUME: Polyhedral Learning Using Mixture of Experts
  22 Apr 2019 0 repositories listed
• A Generalization Bound for Online Variational Inference
  8 Apr 2019 0 repositories listed
• An Exponential Efron-Stein Inequality for Lq Stable Learning Rules
  12 Mar 2019 0 repositories listed
• Support and Invertibility in Domain-Invariant Representations
  8 Mar 2019 0 repositories listed
• High probability generalization bounds for uniformly stable algorithms with nearly optimal rate
  27 Feb 2019 0 repositories listed
• A Distributionally Robust Optimization Method for Adversarial Multiple Kernel Learning
  27 Feb 2019 0 repositories listed
• Generalization Error Bounds of Gradient Descent for Learning Over-parameterized Deep ReLU Networks
  4 Feb 2019 0 repositories listed
• Can SGD Learn Recurrent Neural Networks with Provable Generalization?
  4 Feb 2019 0 repositories listed
• Generalization Bounds For Unsupervised and Semi-Supervised Learning With Autoencoders
  4 Feb 2019 0 repositories listed
• Adversarial Networks and Autoencoders: The Primal-Dual Relationship and Generalization Bounds
  3 Feb 2019 0 repositories listed
• On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning
  2 Feb 2019 0 repositories listed
• Supervised classification via minimax probabilistic transformations
  2 Feb 2019 0 repositories listed
• Natural Analysts in Adaptive Data Analysis
  30 Jan 2019 0 repositories listed
• A New Perspective on Machine Learning: How to do Perfect Supervised Learning
  7 Jan 2019 0 repositories listed
• Generalization Bounds for Uniformly Stable Algorithms
  24 Dec 2018 0 repositories listed
• Learning finite-dimensional coding schemes with nonlinear reconstruction maps
  23 Dec 2018 0 repositories listed
• Adversarial Multiple Source Domain Adaptation
  1 Dec 2018 0 repositories listed
• Stochastic Composite Mirror Descent: Optimal Bounds with High Probabilities
  1 Dec 2018 0 repositories listed
• Support Recovery for Orthogonal Matching Pursuit: Upper and Lower bounds
  1 Dec 2018 0 repositories listed
• The Structure of Optimal Private Tests for Simple Hypotheses
  27 Nov 2018 0 repositories listed
• Generalization Bounds for Vicinal Risk Minimization Principle
  11 Nov 2018 0 repositories listed
• Improved Generalization Bounds for Adversarially Robust Learning
  4 Oct 2018 0 repositories listed
• Rademacher Generalization Bounds for Classifier Chains
  26 Jul 2018 0 repositories listed
• Multi-distance Support Matrix Machines
  2 Jul 2018 0 repositories listed
• Dropout Training, Data-dependent Regularization, and Generalization Bounds
  1 Jul 2018 0 repositories listed
• The Generalization Error of Dictionary Learning with Moreau Envelopes
  1 Jul 2018 0 repositories listed
• On Tighter Generalization Bound for Deep Neural Networks: CNNs, ResNets, and Beyond
  13 Jun 2018 0 repositories listed