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Learning Theory

Papers archive 2025-07-28

archive papers tagged: 852 · with a code link: 140 · where Syntology ran a sample: 44 (37 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (44 of 852 tagged: 37 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)

Page 6 of 9: papers 501 to 600 of 852, 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.

• The Trade-offs of Domain Adaptation for Neural Language Models
  21 Sep 2021 0 repositories listed
• Generalized Optimization: A First Step Towards Category Theoretic Learning Theory
  20 Sep 2021 0 repositories listed
• Continuous Homeostatic Reinforcement Learning for Self-Regulated Autonomous Agents
  14 Sep 2021 0 repositories listed
• CIM: Class-Irrelevant Mapping for Few-Shot Classification
  7 Sep 2021 0 repositories listed
• On Empirical Risk Minimization with Dependent and Heavy-Tailed Data
  6 Sep 2021 0 repositories listed
• Fighting Selection Bias in Statistical Learning: Application to Visual Recognition from Biased Image Databases
  6 Sep 2021 0 repositories listed
• A Bayesian Approach to (Online) Transfer Learning: Theory and Algorithms
  3 Sep 2021 0 repositories listed
• Lower Bounds on the Total Variation Distance Between Mixtures of Two Gaussians
  2 Sep 2021 0 repositories listed
• Under-bagging Nearest Neighbors for Imbalanced Classification
  1 Sep 2021 0 repositories listed
• Convergence Rates for Learning Linear Operators from Noisy Data
  27 Aug 2021 0 repositories listed
• Adversarial Robustness of Deep Learning: Theory, Algorithms, and Applications
  24 Aug 2021 0 repositories listed
• Primal and Dual Combinatorial Dimensions
  23 Aug 2021 0 repositories listed
• Introduction to Quantum Reinforcement Learning: Theory and PennyLane-based Implementation
  16 Aug 2021 0 repositories listed
• Empirical Risk Minimization for Time Series: Nonparametric Performance Bounds for Prediction
  11 Aug 2021 0 repositories listed
• Unified Regularity Measures for Sample-wise Learning and Generalization
  9 Aug 2021 0 repositories listed
• Path classification by stochastic linear recurrent neural networks
  6 Aug 2021 0 repositories listed
• Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information
  28 Jul 2021 0 repositories listed
• Accelerating Federated Edge Learning via Optimized Probabilistic Device Scheduling
  24 Jul 2021 0 repositories listed
• Towards Explaining Adversarial Examples Phenomenon in Artificial Neural Networks
  22 Jul 2021 0 repositories listed
• An induction proof of the backpropagation algorithm in matrix notation
  20 Jul 2021 0 repositories listed
• Improved Learning Rates for Stochastic Optimization: Two Theoretical Viewpoints
  19 Jul 2021 0 repositories listed
• On the Variance of the Fisher Information for Deep Learning
  9 Jul 2021 0 repositories listed
• The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities
  5 Jul 2021 0 repositories listed
• A Systems Theory of Transfer Learning
  2 Jul 2021 0 repositories listed
• The Principles of Deep Learning Theory
  18 Jun 2021 0 repositories listed
• GBHT: Gradient Boosting Histogram Transform for Density Estimation
  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
• Towards an Understanding of Benign Overfitting in Neural Networks
  6 Jun 2021 0 repositories listed
• Robust Model Selection and Nearly-Proper Learning for GMMs
  5 Jun 2021 0 repositories listed
• A Survey on Optimal Transport for Machine Learning: Theory and Applications
  3 Jun 2021 0 repositories listed
• Post-mortem on a deep learning contest: a Simpson's paradox and the complementary roles of scale metrics versus shape metrics
  1 Jun 2021 0 repositories listed
• A Simple and General Debiased Machine Learning Theorem with Finite Sample Guarantees
  31 May 2021 0 repositories listed
• Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning
  31 May 2021 0 repositories listed
• Learning Union of Integer Hypercubes with Queries (Technical Report)
  27 May 2021 0 repositories listed
• Yes We Care! -- Certification for Machine Learning Methods through the Care Label Framework
  21 May 2021 0 repositories listed
• The Modern Mathematics of Deep Learning
  9 May 2021 0 repositories listed
• Quantum Machine Learning For Classical Data
  8 May 2021 0 repositories listed
• Regret-Optimal LQR Control
  4 May 2021 0 repositories listed
• Robust Kernel-based Distribution Regression
  21 Apr 2021 0 repositories listed
• Learning Description Logic Ontologies. Five Approaches. Where Do They Stand?
  2 Apr 2021 0 repositories listed
• Why is AI hard and Physics simple?
  31 Mar 2021 0 repositories listed
• Understanding the role of importance weighting for deep learning
  28 Mar 2021 0 repositories listed
• Leaky Nets: Recovering Embedded Neural Network Models and Inputs through Simple Power and Timing Side-Channels -- Attacks and Defenses
  26 Mar 2021 0 repositories listed
• On the Complexity of Learning Description Logic Ontologies
  25 Mar 2021 0 repositories listed
• Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning
  25 Mar 2021 0 repositories listed
• A deep learning theory for neural networks grounded in physics
  18 Mar 2021 0 repositories listed
• On the Impact of Applying Machine Learning in the Decision-Making of Self-Adaptive Systems
  18 Mar 2021 0 repositories listed
• Constrained Learning with Non-Convex Losses
  8 Mar 2021 0 repositories listed
• Learning Prediction Intervals for Regression: Generalization and Calibration
  26 Feb 2021 0 repositories listed
• Theoretical Understandings of Product Embedding for E-commerce Machine Learning
  24 Feb 2021 0 repositories listed
• Kernel Ridge Riesz Representers: Generalization, Mis-specification, and the Counterfactual Effective Dimension
  22 Feb 2021 0 repositories listed
• On the robustness of randomized classifiers to adversarial examples
  22 Feb 2021 0 repositories listed
• KAM Theory Meets Statistical Learning Theory: Hamiltonian Neural Networks with Non-Zero Training Loss
  22 Feb 2021 0 repositories listed
• Double-descent curves in neural networks: a new perspective using Gaussian processes
  14 Feb 2021 0 repositories listed
• Private learning implies quantum stability
  14 Feb 2021 0 repositories listed
• Distribution Free Uncertainty for the Minimum Norm Solution of Over-parameterized Linear Regression
  14 Feb 2021 0 repositories listed
• Local and Global Uniform Convexity Conditions
  9 Feb 2021 0 repositories listed
• On the Hardness of PAC-learning Stabilizer States with Noise
  9 Feb 2021 0 repositories listed
• Effects of quantum resources on the statistical complexity of quantum circuits
  5 Feb 2021 0 repositories listed
• Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels
  5 Feb 2021 0 repositories listed
• Query Complexity of Least Absolute Deviation Regression via Robust Uniform Convergence
  3 Feb 2021 0 repositories listed
• Device Sampling for Heterogeneous Federated Learning: Theory, Algorithms, and Implementation
  4 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
• Illuminating Dark Knowledge via Random Matrix Ensembles
  1 Jan 2021 0 repositories listed
• Mirror Sample Based Distribution Alignment for Unsupervised Domain Adaption
  1 Jan 2021 0 repositories listed
• Maximum-Likelihood Quantum State Tomography by Soft-Bayes
  31 Dec 2020 0 repositories listed
• Continuity of Generalized Entropy and Statistical Learning
  31 Dec 2020 0 repositories listed
• Risk Guarantees for End-to-End Prediction and Optimization Processes
  30 Dec 2020 0 repositories listed
• The VIP Gallery for Video Processing Education
  29 Dec 2020 0 repositories listed
• Blackwell Online Learning for Markov Decision Processes
  28 Dec 2020 0 repositories listed
• A Tight Lower Bound for Uniformly Stable Algorithms
  24 Dec 2020 0 repositories listed
• Recent advances in deep learning theory
  20 Dec 2020 0 repositories listed
• Near-Optimal Statistical Query Hardness of Learning Halfspaces with Massart Noise
  17 Dec 2020 0 repositories listed
• Towards Understanding Ensemble, Knowledge Distillation and Self-Distillation in Deep Learning
  17 Dec 2020 0 repositories listed
• Reconstructing decision trees
  16 Dec 2020 0 repositories listed
• Notes on Deep Learning Theory
  10 Dec 2020 0 repositories listed
• Quantum learning algorithms imply circuit lower bounds
  3 Dec 2020 0 repositories listed
• Margin-Based Transfer Bounds for Meta Learning with Deep Feature Embedding
  2 Dec 2020 0 repositories listed
• On a Chatbot Navigating a User through a Concept-Based Knowledge Model
  1 Dec 2020 0 repositories listed
• A Convenient Infinite Dimensional Framework for Generative Adversarial Learning
  24 Nov 2020 0 repositories listed
• A General Framework for Distributed Inference with Uncertain Models
  20 Nov 2020 0 repositories listed
• Chaos and Complexity from Quantum Neural Network: A study with Diffusion Metric in Machine Learning
  16 Nov 2020 0 repositories listed
• Towards Optimal Problem Dependent Generalization Error Bounds in Statistical Learning Theory
  12 Nov 2020 0 repositories listed
• Direction Matters: On the Implicit Bias of Stochastic Gradient Descent with Moderate Learning Rate
  4 Nov 2020 0 repositories listed
• Understanding Double Descent Requires a Fine-Grained Bias-Variance Decomposition
  4 Nov 2020 0 repositories listed
• Geometry Perspective Of Estimating Learning Capability Of Neural Networks
  3 Nov 2020 0 repositories listed
• A Learning Theoretic Perspective on Local Explainability
  2 Nov 2020 0 repositories listed
• Toward Better Generalization Bounds with Locally Elastic Stability
  27 Oct 2020 0 repositories listed
• Enforcing Interpretability and its Statistical Impacts: Trade-offs between Accuracy and Interpretability
  26 Oct 2020 0 repositories listed
• Regularised Least-Squares Regression with Infinite-Dimensional Output Space
  21 Oct 2020 0 repositories listed
• Failures of model-dependent generalization bounds for least-norm interpolation
  16 Oct 2020 0 repositories listed
• Depth-Width Trade-offs for Neural Networks via Topological Entropy
  15 Oct 2020 0 repositories listed
• Learning Theory for Inferring Interaction Kernels in Second-Order Interacting Agent Systems
  8 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
• A Framework of Learning Through Empirical Gain Maximization
  29 Sep 2020 0 repositories listed
• Benign overfitting in ridge regression
  29 Sep 2020 0 repositories listed
• Do Deeper Convolutional Networks Perform Better?
  28 Sep 2020 0 repositories listed
• Putting Theory to Work: From Learning Bounds to Meta-Learning Algorithms
  28 Sep 2020 0 repositories listed
• Generalized Leverage Score Sampling for Neural Networks
  21 Sep 2020 0 repositories listed