Browse State-of-the-Art › Generalization Bounds › Papers, page 3

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 3 of 7: papers 201 to 300 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.

• Deep Distributed Optimization for Large-Scale Quadratic Programming
  11 Dec 2024 0 repositories listed
• Representation and Regression Problems in Neural Networks: Relaxation, Generalization, and Numerics
  2 Dec 2024 0 repositories listed
• On Generalization Bounds for Neural Networks with Low Rank Layers
  20 Nov 2024 0 repositories listed
• Smart Predict-then-Optimize Method with Dependent Data: Risk Bounds and Calibration of Autoregression
  19 Nov 2024 0 repositories listed
• Multi-View Majority Vote Learning Algorithms: Direct Minimization of PAC-Bayesian Bounds
  9 Nov 2024 0 repositories listed
• Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs
  8 Nov 2024 0 repositories listed
• A Convex Relaxation Approach to Generalization Analysis for Parallel Positively Homogeneous Networks
  5 Nov 2024 0 repositories listed
• Robust Model Evaluation over Large-scale Federated Networks
  26 Oct 2024 0 repositories listed
• On the Geometry of Regularization in Adversarial Training: High-Dimensional Asymptotics and Generalization Bounds
  21 Oct 2024 0 repositories listed
• Sample Compression Hypernetworks: From Generalization Bounds to Meta-Learning
  17 Oct 2024 0 repositories listed
• On Rank-Dependent Generalisation Error Bounds for Transformers
  15 Oct 2024 0 repositories listed
• Online-to-PAC generalization bounds under graph-mixing dependencies
  11 Oct 2024 0 repositories listed
• Towards Sharper Risk Bounds for Minimax Problems
  11 Oct 2024 0 repositories listed
• Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks
  10 Oct 2024 0 repositories listed
• Understanding Adversarially Robust Generalization via Weight-Curvature Index
  10 Oct 2024 0 repositories listed
• Large Language Models as Markov Chains
  3 Oct 2024 0 repositories listed
• Equivariant score-based generative models provably learn distributions with symmetries efficiently
  2 Oct 2024 0 repositories listed
• Which Algorithms Have Tight Generalization Bounds?
  2 Oct 2024 0 repositories listed
• Learning to Classify Quantum Phases of Matter with a Few Measurements
  8 Sep 2024 0 repositories listed
• Introduction to Machine Learning
  4 Sep 2024 0 repositories listed
• Online Optimization for Learning to Communicate over Time-Correlated Channels
  1 Sep 2024 0 repositories listed
• A Markovian Model for Learning-to-Optimize
  21 Aug 2024 0 repositories listed
• Misclassification excess risk bounds for PAC-Bayesian classification via convexified loss
  16 Aug 2024 0 repositories listed
• Learning Decisions Offline from Censored Observations with ε-insensitive Operational Costs
  14 Aug 2024 0 repositories listed
• Generalization bounds for regression and classification on adaptive covering input domains
  29 Jul 2024 0 repositories listed
• Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models
  25 Jul 2024 0 repositories listed
• Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems
  24 Jul 2024 0 repositories listed
• Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms
  11 Jul 2024 0 repositories listed
• A Generalization Bound for Nearly-Linear Networks
  9 Jul 2024 0 repositories listed
• When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights
  24 Jun 2024 0 repositories listed
• Optimal deep learning of holomorphic operators between Banach spaces
  20 Jun 2024 0 repositories listed
• Generalization bounds for mixing processes via delayed online-to-PAC conversions
  18 Jun 2024 0 repositories listed
• A Manifold Perspective on the Statistical Generalization of Graph Neural Networks
  7 Jun 2024 0 repositories listed
• Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning
  7 Jun 2024 0 repositories listed
• Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling
  5 Jun 2024 0 repositories listed
• Length independent generalization bounds for deep SSM architectures
  30 May 2024 0 repositories listed
• A Margin-based Multiclass Generalization Bound via Geometric Complexity
  28 May 2024 0 repositories listed
• Higher-Order Transformer Derivative Estimates for Explicit Pathwise Learning Guarantees
  26 May 2024 0 repositories listed
• Fine-Grained Dynamic Framework for Bias-Variance Joint Optimization on Data Missing Not at Random
  24 May 2024 0 repositories listed
• Score-based generative models are provably robust: an uncertainty quantification perspective
  24 May 2024 0 repositories listed
• A rescaling-invariant Lipschitz bound based on path-metrics for modern ReLU network parameterizations
  23 May 2024 0 repositories listed
• Adaptive Data Analysis for Growing Data
  22 May 2024 0 repositories listed
• Generalization Bounds for Dependent Data using Online-to-Batch Conversion
  22 May 2024 0 repositories listed
• Theoretical Analysis of Meta Reinforcement Learning: Generalization Bounds and Convergence Guarantees
  22 May 2024 0 repositories listed
• Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets
  26 Apr 2024 0 repositories listed
• Improved Generalization Bounds for Communication Efficient Federated Learning
  17 Apr 2024 0 repositories listed
• Generalization Bounds for Message Passing Networks on Mixture of Graphons
  4 Apr 2024 0 repositories listed
• Information-Theoretic Generalization Bounds for Deep Neural Networks
  4 Apr 2024 0 repositories listed
• An Information-Theoretic Framework for Out-of-Distribution Generalization with Applications to Stochastic Gradient Langevin Dynamics
  29 Mar 2024 0 repositories listed
• A note on generalization bounds for losses with finite moments
  25 Mar 2024 0 repositories listed
• Generalization of Scaled Deep ResNets in the Mean-Field Regime
  14 Mar 2024 0 repositories listed
• Towards Robust Out-of-Distribution Generalization Bounds via Sharpness
  11 Mar 2024 0 repositories listed
• Generalization of Graph Neural Networks through the Lens of Homomorphism
  10 Mar 2024 0 repositories listed
• On Generalization Bounds for Deep Compound Gaussian Neural Networks
  20 Feb 2024 0 repositories listed
• Reward Generalization in RLHF: A Topological Perspective
  15 Feb 2024 0 repositories listed
• Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization
  14 Feb 2024 0 repositories listed
• Active Few-Shot Fine-Tuning
  13 Feb 2024 0 repositories listed
• Generalizing across Temporal Domains with Koopman Operators
  12 Feb 2024 0 repositories listed
• Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach
  16 Jan 2024 0 repositories listed
• Theoretical and Empirical Advances in Forest Pruning
  10 Jan 2024 0 repositories listed
• Data-Dependent Stability Analysis of Adversarial Training
  6 Jan 2024 0 repositories listed
• Class-wise Generalization Error: an Information-Theoretic Analysis
  5 Jan 2024 0 repositories listed
• PAC-Bayesian Domain Adaptation Bounds for Multi-view learning
  2 Jan 2024 0 repositories listed
• Statistical Spatially Inhomogeneous Diffusion Inference
  10 Dec 2023 0 repositories listed
• PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction
  7 Dec 2023 0 repositories listed
• From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD
  1 Dec 2023 0 repositories listed
• A unified framework for learning with nonlinear model classes from arbitrary linear samples
  25 Nov 2023 0 repositories listed
• Aggregation Weighting of Federated Learning via Generalization Bound Estimation
  10 Nov 2023 0 repositories listed
• Information-theoretic generalization bounds for learning from quantum data
  9 Nov 2023 0 repositories listed
• Information-Theoretic Generalization Bounds for Transductive Learning and its Applications
  8 Nov 2023 0 repositories listed
• Time-Independent Information-Theoretic Generalization Bounds for SGLD
  2 Nov 2023 0 repositories listed
• Generalization Bounds for Label Noise Stochastic Gradient Descent
  1 Nov 2023 0 repositories listed
• Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds
  31 Oct 2023 0 repositories listed
• Weighted Distance Nearest Neighbor Condensing
  24 Oct 2023 0 repositories listed
• Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data
  16 Oct 2023 0 repositories listed
• On Generalization Bounds for Projective Clustering
  13 Oct 2023 0 repositories listed
• Advocating for the Silent: Enhancing Federated Generalization for Non-Participating Clients
  11 Oct 2023 0 repositories listed
• A Generalization Bound of Deep Neural Networks for Dependent Data
  9 Oct 2023 0 repositories listed
• PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization
  9 Oct 2023 0 repositories listed
• Investigating the Ability of PINNs To Solve Burgers' PDE Near Finite-Time BlowUp
  8 Oct 2023 0 repositories listed
• Diffusion Random Feature Model
  6 Oct 2023 0 repositories listed
• Understanding prompt engineering may not require rethinking generalization
  6 Oct 2023 0 repositories listed
• Sharp Generalization of Transductive Learning: A Transductive Local Rademacher Complexity Approach
  28 Sep 2023 0 repositories listed
• Fantastic Generalization Measures are Nowhere to be Found
  24 Sep 2023 0 repositories listed
• Generalization Bounds: Perspectives from Information Theory and PAC-Bayes
  8 Sep 2023 0 repositories listed
• Generalization Bound and Learning Methods for Data-Driven Projections in Linear Programming
  1 Sep 2023 0 repositories listed
• Sample-Efficient Linear Representation Learning from Non-IID Non-Isotropic Data
  8 Aug 2023 0 repositories listed
• Classification with Deep Neural Networks and Logistic Loss
  31 Jul 2023 0 repositories listed
• On the sample complexity of parameter estimation in logistic regression with normal design
  9 Jul 2023 0 repositories listed
• Generalization Guarantees via Algorithm-dependent Rademacher Complexity
  4 Jul 2023 0 repositories listed
• On Certified Generalization in Structured Prediction
  15 Jun 2023 0 repositories listed
• A Unified Model and Dimension for Interactive Estimation
  9 Jun 2023 0 repositories listed
• Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm
  5 Jun 2023 0 repositories listed
• On Feature Diversity in Energy-based Models
  2 Jun 2023 0 repositories listed
• Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression
  1 Jun 2023 0 repositories listed
• Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability
  31 May 2023 0 repositories listed
• Online-to-PAC Conversions: Generalization Bounds via Regret Analysis
  31 May 2023 0 repositories listed
• Generalization Bounds for Magnitude-Based Pruning via Sparse Matrix Sketching
  30 May 2023 0 repositories listed
• Learning Capacity: A Measure of the Effective Dimensionality of a Model
  27 May 2023 0 repositories listed
• Federated Variational Inference: Towards Improved Personalization and Generalization
  23 May 2023 0 repositories listed