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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 4 of 9: papers 301 to 400 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.

• Attention Is Not the Only Choice: Counterfactual Reasoning for Path-Based Explainable Recommendation
  11 Jan 2024 0 repositories listed
• Quantum Algorithms for the Pathwise Lasso
  21 Dec 2023 0 repositories listed
• Statistical learning theory and Occam's razor: The core argument
  21 Dec 2023 0 repositories listed
• Reasoning with random sets: An agenda for the future
  19 Dec 2023 0 repositories listed
• DePRL: Achieving Linear Convergence Speedup in Personalized Decentralized Learning with Shared Representations
  17 Dec 2023 0 repositories listed
• Coordination of Damping Controllers: A Novel Data-Informed Approach for Adaptability
  12 Dec 2023 0 repositories listed
• Adaptive Parameter Selection for Kernel Ridge Regression
  10 Dec 2023 0 repositories listed
• LSTSVR-PI: Least square twin support vector regression with privileged information
  5 Dec 2023 0 repositories listed
• Impact of Data Augmentation on QCNNs
  1 Dec 2023 0 repositories listed
• Optimal Sample Complexity of Contrastive Learning
  1 Dec 2023 0 repositories listed
• When Is Inductive Inference Possible?
  30 Nov 2023 0 repositories listed
• Applying statistical learning theory to deep learning
  26 Nov 2023 0 repositories listed
• Stability and L2-penalty in Model Averaging
  23 Nov 2023 0 repositories listed
• Information-theoretic generalization bounds for learning from quantum data
  9 Nov 2023 0 repositories listed
• Generative learning for nonlinear dynamics
  7 Nov 2023 0 repositories listed
• Autonomous Learning of Generative Models with Chemical Reaction Network Ensembles
  2 Nov 2023 0 repositories listed
• Applications of the Theory of Aggregated Markov Processes in Stochastic Learning Theory
  1 Nov 2023 0 repositories listed
• Lifting the Veil: Unlocking the Power of Depth in Q-learning
  27 Oct 2023 0 repositories listed
• On kernel-based statistical learning in the mean field limit
  27 Oct 2023 0 repositories listed
• The Bayesian Stability Zoo
  27 Oct 2023 0 repositories listed
• An Online Learning Theory of Brokerage
  18 Oct 2023 0 repositories listed
• Constructive Large Language Models Alignment with Diverse Feedback
  10 Oct 2023 0 repositories listed
• Dynamical versus Bayesian Phase Transitions in a Toy Model of Superposition
  10 Oct 2023 0 repositories listed
• On Continuity of Robust and Accurate Classifiers
  29 Sep 2023 0 repositories listed
• Sharp Generalization of Transductive Learning: A Transductive Local Rademacher Complexity Approach
  28 Sep 2023 0 repositories listed
• Learning to Abstain From Uninformative Data
  25 Sep 2023 0 repositories listed
• On the Asymptotic Learning Curves of Kernel Ridge Regression under Power-law Decay
  23 Sep 2023 0 repositories listed
• Statistical Complexity of Quantum Learning
  20 Sep 2023 0 repositories listed
• Striking a Balance: An Optimal Mechanism Design for Heterogenous Differentially Private Data Acquisition for Logistic Regression
  19 Sep 2023 0 repositories listed
• Exploring and Learning in Sparse Linear MDPs without Computationally Intractable Oracles
  18 Sep 2023 0 repositories listed
• Contrastive Learning as Kernel Approximation
  6 Sep 2023 0 repositories listed
• Towards Low-Barrier Cybersecurity Research and Education for Industrial Control Systems
  31 Aug 2023 0 repositories listed
• Sample Complexity of Robust Learning against Evasion Attacks
  23 Aug 2023 0 repositories listed
• Large Language Models at Work in China's Labor Market
  17 Aug 2023 0 repositories listed
• Globe230k: A Benchmark Dense-Pixel Annotation Dataset for Global Land Cover Mapping
  16 Aug 2023 0 repositories listed
• A deep deformable residual learning network for SAR images segmentation
  15 Aug 2023 0 repositories listed
• When Deep Learning Meets Multi-Task Learning in SAR ATR: Simultaneous Target Recognition and Segmentation
  14 Aug 2023 0 repositories listed
• Generalization within in silico screening
  18 Jul 2023 0 repositories listed
• Enhancing Pattern Classification in Support Vector Machines through Matrix Formulation
  18 Jul 2023 0 repositories listed
• Credit Assignment: Challenges and Opportunities in Developing Human-like AI Agents
  16 Jul 2023 0 repositories listed
• Properly Learning Decision Trees with Queries Is NP-Hard
  9 Jul 2023 0 repositories listed
• A Combinatorial Characterization of Supervised Online Learnability
  7 Jul 2023 0 repositories listed
• Learning Theory of Distribution Regression with Neural Networks
  7 Jul 2023 0 repositories listed
• Stability and Generalization of Stochastic Compositional Gradient Descent Algorithms
  7 Jul 2023 0 repositories listed
• Transgressing the boundaries: towards a rigorous understanding of deep learning and its (non-)robustness
  5 Jul 2023 0 repositories listed
• Neural Hilbert Ladders: Multi-Layer Neural Networks in Function Space
  3 Jul 2023 0 repositories listed
• The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit
  30 Jun 2023 0 repositories listed
• Exponential separations between classical and quantum learners
  28 Jun 2023 0 repositories listed
• Graph Neural Networks Provably Benefit from Structural Information: A Feature Learning Perspective
  24 Jun 2023 0 repositories listed
• Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification
  15 Jun 2023 0 repositories listed
• Learning to Defend by Attacking (and Vice-Versa): Transfer of Learning in Cybersecurity Games
  3 Jun 2023 0 repositories listed
• On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control
  2 Jun 2023 0 repositories listed
• Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability
  31 May 2023 0 repositories listed
• Improving Generalization of Complex Models under Unbounded Loss Using PAC-Bayes Bounds
  30 May 2023 0 repositories listed
• Benign Overfitting in Deep Neural Networks under Lazy Training
  30 May 2023 0 repositories listed
• Embedding Inequalities for Barron-type Spaces
  30 May 2023 0 repositories listed
• How many samples are needed to leverage smoothness?
  25 May 2023 0 repositories listed
• Data-driven Mixed Integer Optimization through Probabilistic Multi-variable Branching
  21 May 2023 0 repositories listed
• Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent
  20 May 2023 0 repositories listed
• Supervised learning with probabilistic morphisms and kernel mean embeddings
  10 May 2023 0 repositories listed
• Learnability with Time-Sharing Computational Resource Concerns
  3 May 2023 0 repositories listed
• The ART of Transfer Learning: An Adaptive and Robust Pipeline
  30 Apr 2023 0 repositories listed
• Optimal PAC Bounds Without Uniform Convergence
  18 Apr 2023 0 repositories listed
• Depth Separation with Multilayer Mean-Field Networks
  3 Apr 2023 0 repositories listed
• Bayesian Free Energy of Deep ReLU Neural Network in Overparametrized Cases
  28 Mar 2023 0 repositories listed
• Type-II Saddles and Probabilistic Stability of Stochastic Gradient Descent
  23 Mar 2023 0 repositories listed
• Uniform Risk Bounds for Learning with Dependent Data Sequences
  21 Mar 2023 0 repositories listed
• Lower Generalization Bounds for GD and SGD in Smooth Stochastic Convex Optimization
  19 Mar 2023 0 repositories listed
• Distribution-free Deviation Bounds and The Role of Domain Knowledge in Learning via Model Selection with Cross-validation Risk Estimation
  15 Mar 2023 0 repositories listed
• ERUDITE: Human-in-the-Loop IoT for an Adaptive Personalized Learning System
  7 Mar 2023 0 repositories listed
• Margin theory for the scenario-based approach to robust optimization in high dimension
  7 Mar 2023 0 repositories listed
• Near Optimal Memory-Regret Tradeoff for Online Learning
  3 Mar 2023 0 repositories listed
• Learning curves for deep structured Gaussian feature models
  1 Mar 2023 0 repositories listed
• Exponential Hardness of Reinforcement Learning with Linear Function Approximation
  25 Feb 2023 0 repositories listed
• Generative Models of Huge Objects
  24 Feb 2023 0 repositories listed
• Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles
  22 Feb 2023 0 repositories listed
• New Guarantees for Learning Revenue Maximizing Menus of Lotteries and Two-Part Tariffs
  22 Feb 2023 0 repositories listed
• Kernel-Based Distributed Q-Learning: A Scalable Reinforcement Learning Approach for Dynamic Treatment Regimes
  21 Feb 2023 0 repositories listed
• Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression
  20 Feb 2023 0 repositories listed
• Stability-based Generalization Analysis for Mixtures of Pointwise and Pairwise Learning
  20 Feb 2023 0 repositories listed
• Computational Complexity of Learning Neural Networks: Smoothness and Degeneracy
  15 Feb 2023 0 repositories listed
• Quantum Learning Theory Beyond Batch Binary Classification
  15 Feb 2023 0 repositories listed
• On the Complexity of Computing Gödel Numbers
  8 Feb 2023 0 repositories listed
• Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design
  6 Feb 2023 0 repositories listed
• Compression, Generalization and Learning
  30 Jan 2023 0 repositories listed
• Learning stability of partially observed switched linear systems
  19 Jan 2023 0 repositories listed
• Stretched and measured neural predictions of complex network dynamics
  12 Jan 2023 0 repositories listed
• Optimal lower bounds for Quantum Learning via Information Theory
  5 Jan 2023 0 repositories listed
• An Entropy-Based Model for Hierarchical Learning
  30 Dec 2022 0 repositories listed
• Bayesian Interpolation with Deep Linear Networks
  29 Dec 2022 0 repositories listed
• Bagging is an Optimal PAC Learner
  5 Dec 2022 0 repositories listed
• An Introduction to Kernel and Operator Learning Methods for Homogenization by Self-consistent Clustering Analysis
  1 Dec 2022 0 repositories listed
• Triadic Temporal Exponential Random Graph Models (TTERGM)
  29 Nov 2022 0 repositories listed
• A Moment-Matching Approach to Testable Learning and a New Characterization of Rademacher Complexity
  23 Nov 2022 0 repositories listed
• Comparative Learning: A Sample Complexity Theory for Two Hypothesis Classes
  16 Nov 2022 0 repositories listed
• An introduction to computational complexity and statistical learning theory applied to nuclear models
  11 Nov 2022 0 repositories listed
• Õptimal Differentially Private Learning of Thresholds and Quasi-Concave Optimization
  11 Nov 2022 0 repositories listed
• A Characterization of List Learnability
  7 Nov 2022 0 repositories listed
• Grokking phase transitions in learning local rules with gradient descent
  26 Oct 2022 0 repositories listed
• Is Out-of-Distribution Detection Learnable?
  26 Oct 2022 0 repositories listed