Browse State-of-the-Art › Learning Theory › Papers, page 3
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 3 of 9: papers 201 to 300 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.
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A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains1 Jan 2025 0 repositories listed
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Hardness of Learning Fixed Parities with Neural Networks1 Jan 2025 0 repositories listed
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Outlier-Robust Linear System Identification Under Heavy-tailed Noise31 Dec 2024 0 repositories listed
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Convergence of Statistical Estimators via Mutual Information Bounds24 Dec 2024 0 repositories listed
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Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise16 Dec 2024 0 repositories listed
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An Algorithm-Centered Approach To Model Streaming Data12 Dec 2024 0 repositories listed
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Of Dice and Games: A Theory of Generalized Boosting11 Dec 2024 0 repositories listed
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Effective Rank and the Staircase Phenomenon: New Insights into Neural Network Training Dynamics6 Dec 2024 0 repositories listed
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Unified Inductive Logic: From Formal Learning to Statistical Inference to Supervised Learning4 Dec 2024 0 repositories listed
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Geometry of fibers of the multiplication map of deep linear neural networks29 Nov 2024 0 repositories listed
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Learned Random Label Predictions as a Neural Network Complexity Metric29 Nov 2024 0 repositories listed
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Incomplete Multi-view Multi-label Classification via a Dual-level Contrastive Learning Framework27 Nov 2024 0 repositories listed
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Learning Hierarchical Polynomials of Multiple Nonlinear Features with Three-Layer Networks26 Nov 2024 0 repositories listed
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Statistical inference for quantum singular models25 Nov 2024 0 repositories listed
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Understanding Machine Learning Paradigms through the Lens of Statistical Thermodynamics: A tutorial24 Nov 2024 0 repositories listed
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On the Sample Complexity of One Hidden Layer Networks with Equivariance, Locality and Weight Sharing21 Nov 2024 0 repositories listed
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Omnipredicting Single-Index Models with Multi-Index Models20 Nov 2024 0 repositories listed
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On the Comparison between Multi-modal and Single-modal Contrastive Learning5 Nov 2024 0 repositories listed
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Representative Social Choice: From Learning Theory to AI Alignment31 Oct 2024 0 repositories listed
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Generation through the lens of learning theory17 Oct 2024 0 repositories listed
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Agnostic Process Tomography15 Oct 2024 0 repositories listed
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A Theoretical Survey on Foundation Models15 Oct 2024 0 repositories listed
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Structure of Artificial Neural Networks -- Empirical Investigations12 Oct 2024 0 repositories listed
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Adversarial Training Can Provably Improve Robustness: Theoretical Analysis of Feature Learning Process Under Structured Data11 Oct 2024 0 repositories listed
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Upper Bounds for Learning in Reproducing Kernel Hilbert Spaces for Non IID Samples10 Oct 2024 0 repositories listed
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Online Epsilon Net and Piercing Set for Geometric Concepts9 Oct 2024 0 repositories listed
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Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient3 Oct 2024 0 repositories listed
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Efficient PAC Learning of Halfspaces with Constant Malicious Noise Rate2 Oct 2024 0 repositories listed
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A multi-source data power load forecasting method using attention mechanism-based parallel cnn-gru26 Sep 2024 0 repositories listed
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Bridging the Gap Between Approximation and Learning via Optimal Approximation by ReLU MLPs of Maximal Regularity18 Sep 2024 0 repositories listed
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The Sample Complexity of Smooth Boosting and the Tightness of the Hardcore Theorem17 Sep 2024 0 repositories listed
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Fairness, Accuracy, and Unreliable Data28 Aug 2024 0 repositories listed
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Lecture Notes on Linear Neural Networks: A Tale of Optimization and Generalization in Deep Learning25 Aug 2024 0 repositories listed
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Deep Learning with CNNs: A Compact Holistic Tutorial with Focus on Supervised Regression (Preprint)22 Aug 2024 0 repositories listed
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Efficient Learning for Linear Properties of Bounded-Gate Quantum Circuits22 Aug 2024 0 repositories listed
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Transformers are Minimax Optimal Nonparametric In-Context Learners22 Aug 2024 0 repositories listed
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Graph Classification via Reference Distribution Learning: Theory and Practice21 Aug 2024 0 repositories listed
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Revisiting Agnostic PAC Learning29 Jul 2024 0 repositories listed
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Mathematical theory of deep learning25 Jul 2024 0 repositories listed
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Which distribution were you sampled from? Towards a more tangible conception of data24 Jul 2024 0 repositories listed
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Computable learning of natural hypothesis classes23 Jul 2024 0 repositories listed
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Inferring Ingrained Remote Information in AC Power Flows Using Neuromorphic Modality Regime20 Jul 2024 0 repositories listed
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Quantum Maximum Entropy Inference and Hamiltonian Learning16 Jul 2024 0 repositories listed
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Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms11 Jul 2024 0 repositories listed
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10 Years of Fair Representations: Challenges and Opportunities4 Jul 2024 0 repositories listed
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Foundations and Frontiers of Graph Learning Theory3 Jul 2024 0 repositories listed
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Present and Future of AI in Renewable Energy Domain : A Comprehensive Survey22 Jun 2024 0 repositories listed
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A General Control-Theoretic Approach for Reinforcement Learning: Theory and Algorithms20 Jun 2024 0 repositories listed
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Learning sum of diverse features: computational hardness and efficient gradient-based training for ridge combinations17 Jun 2024 0 repositories listed
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How Out-of-Distribution Detection Learning Theory Enhances Transformer: Learnability and Reliability13 Jun 2024 0 repositories listed
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Improving Noise Robustness through Abstractions and its Impact on Machine Learning12 Jun 2024 0 repositories listed
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Probability Distribution Learning and Its Application in Deep Learning9 Jun 2024 0 repositories listed
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CMAR-Net: Accurate Cross-Modal 3D SAR Reconstruction of Vehicle Targets with Sparse-Aspect Multi-Baseline Data6 Jun 2024 0 repositories listed
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Coded Computing for Resilient Distributed Computing: A Learning-Theoretic Framework1 Jun 2024 0 repositories listed
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Review and Prospect of Algebraic Research in Equivalent Framework between Statistical Mechanics and Machine Learning Theory31 May 2024 0 repositories listed
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Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms31 May 2024 0 repositories listed
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Beyond Discrepancy: A Closer Look at the Theory of Distribution Shift29 May 2024 0 repositories listed
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Dual VC Dimension Obstructs Sample Compression by Embeddings27 May 2024 0 repositories listed
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Is Algorithmic Stability Testable? A Unified Framework under Computational Constraints23 May 2024 0 repositories listed
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A Contextual Online Learning Theory of Brokerage22 May 2024 0 repositories listed
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Learning Regularities from Data using Spiking Functions: A Theory19 May 2024 0 repositories listed
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Preparing for Black Swans: The Antifragility Imperative for Machine Learning18 May 2024 0 repositories listed
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Using Degeneracy in the Loss Landscape for Mechanistic Interpretability17 May 2024 0 repositories listed
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Nonparametric Control Koopman Operators12 May 2024 0 repositories listed
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Robust Semi-supervised Learning by Wisely Leveraging Open-set Data11 May 2024 0 repositories listed
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Is Transductive Learning Equivalent to PAC Learning?8 May 2024 0 repositories listed
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Towards a Formal Creativity Theory: Preliminary results in Novelty and Transformativeness3 May 2024 0 repositories listed
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Barren Plateaus in Variational Quantum Computing1 May 2024 0 repositories listed
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Error Exponent in Agnostic PAC Learning1 May 2024 0 repositories listed
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Research on geometric figure classification algorithm based on Deep Learning25 Apr 2024 0 repositories listed
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Generalization Error Bounds for Learning under Censored Feedback14 Apr 2024 0 repositories listed
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A neural network account to Kant's philosophical aesthetics12 Apr 2024 0 repositories listed
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On the Learnability of Out-of-distribution Detection7 Apr 2024 0 repositories listed
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Statistical Mechanics and Artificial Neural Networks: Principles, Models, and Applications5 Apr 2024 0 repositories listed
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Generalization Error Analysis for Sparse Mixture-of-Experts: A Preliminary Study26 Mar 2024 0 repositories listed
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CODA: A COst-efficient Test-time Domain Adaptation Mechanism for HAR22 Mar 2024 0 repositories listed
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Robust NAS under adversarial training: benchmark, theory, and beyond19 Mar 2024 0 repositories listed
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Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification15 Mar 2024 0 repositories listed
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Majority-of-Three: The Simplest Optimal Learner?12 Mar 2024 0 repositories listed
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Disentangling Resilience from Robustness: Contextual Dualism, Interactionism, and Game-Theoretic Paradigms10 Mar 2024 0 repositories listed
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Privacy of SGD under Gaussian or Heavy-Tailed Noise: Guarantees without Gradient Clipping4 Mar 2024 0 repositories listed
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Lotka-Volterra Model with Mutations and Generative Adversarial Networks29 Feb 2024 0 repositories listed
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Conformal Shield: A Novel Adversarial Attack Detection Framework for Automatic Modulation Classification27 Feb 2024 0 repositories listed
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Shapley Value Based Multi-Agent Reinforcement Learning: Theory, Method and Its Application to Energy Network23 Feb 2024 0 repositories listed
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Adaptive time series forecasting with markovian variance switching22 Feb 2024 0 repositories listed
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Generalising realisability in statistical learning theory under epistemic uncertainty22 Feb 2024 0 repositories listed
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A unified framework of non-local parametric methods for image denoising21 Feb 2024 0 repositories listed
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Rigor with Machine Learning from Field Theory to the Poincaré Conjecture20 Feb 2024 0 repositories listed
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The Dimension of Self-Directed Learning20 Feb 2024 0 repositories listed
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Transductive Learning Is Compact15 Feb 2024 0 repositories listed
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The Complexity of Sequential Prediction in Dynamical Systems9 Feb 2024 0 repositories listed
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Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss8 Feb 2024 0 repositories listed
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A call for embodied AI6 Feb 2024 0 repositories listed
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Understanding What Affects the Generalization Gap in Visual Reinforcement Learning: Theory and Empirical Evidence5 Feb 2024 0 repositories listed
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Learning to Understand: Identifying Interactions via the Möbius Transform4 Feb 2024 0 repositories listed
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Credal Learning Theory1 Feb 2024 0 repositories listed
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The twin peaks of learning neural networks23 Jan 2024 0 repositories listed
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Hallucination is Inevitable: An Innate Limitation of Large Language Models22 Jan 2024 0 repositories listed
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A comprehensive review of Quantum Machine Learning: from NISQ to Fault Tolerance21 Jan 2024 0 repositories listed
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A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models14 Jan 2024 0 repositories listed