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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 8 of 9: papers 701 to 800 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.

• An Algorithmic Perspective on Imitation Learning
  16 Nov 2018 0 repositories listed
• Learning and Generalization in Overparameterized Neural Networks, Going Beyond Two Layers
  12 Nov 2018 0 repositories listed
• An Optimal Transport View on Generalization
  8 Nov 2018 0 repositories listed
• Piecewise Strong Convexity of Neural Networks
  30 Oct 2018 0 repositories listed
• Improving Generalization of Sequence Encoder-Decoder Networks for Inverse Imaging of Cardiac Transmembrane Potential
  12 Oct 2018 0 repositories listed
• Generalization Properties of hyper-RKHS and its Applications
  26 Sep 2018 0 repositories listed
• When is there a Representer Theorem? Reflexive Banach spaces
  26 Sep 2018 0 repositories listed
• Unsupervised parameter selection for denoising with the elastic net
  23 Sep 2018 0 repositories listed
• Exponential inequalities for nonstationary Markov Chains
  27 Aug 2018 0 repositories listed
• Spectral Pruning: Compressing Deep Neural Networks via Spectral Analysis and its Generalization Error
  26 Aug 2018 0 repositories listed
• The Mismatch Principle: The Generalized Lasso Under Large Model Uncertainties
  20 Aug 2018 0 repositories listed
• Importance of the Mathematical Foundations of Machine Learning Methods for Scientific and Engineering Applications
  7 Aug 2018 0 repositories listed
• A Temporal Difference Reinforcement Learning Theory of Emotion: unifying emotion, cognition and adaptive behavior
  24 Jul 2018 0 repositories listed
• Learning Theory and Algorithms for Revenue Management in Sponsored Search
  5 Jul 2018 0 repositories listed
• Information Theoretic Guarantees for Empirical Risk Minimization with Applications to Model Selection and Large-Scale Optimization
  1 Jul 2018 0 repositories listed
• A Learning Theory in Linear Systems under Compositional Models
  29 Jun 2018 0 repositories listed
• Localized Structured Prediction
  6 Jun 2018 0 repositories listed
• Interpreting Deep Learning: The Machine Learning Rorschach Test?
  1 Jun 2018 0 repositories listed
• Universality of Deep Convolutional Neural Networks
  28 May 2018 0 repositories listed
• Deep learning generalizes because the parameter-function map is biased towards simple functions
  22 May 2018 0 repositories listed
• Computing the Shattering Coefficient of Supervised Learning Algorithms
  7 May 2018 0 repositories listed
• Learning-Based Compressive MRI
  3 May 2018 0 repositories listed
• An Adaptive Clipping Approach for Proximal Policy Optimization
  17 Apr 2018 0 repositories listed
• Beyond the Low-Degree Algorithm: Mixtures of Subcubes and Their Applications
  17 Mar 2018 0 repositories listed
• Generalization and Expressivity for Deep Nets
  10 Mar 2018 0 repositories listed
• Dimension-free Information Concentration via Exp-Concavity
  26 Feb 2018 0 repositories listed
• The wisdom of networks: A general adaptation and learning mechanism of complex systems: The network core triggers fast responses to known stimuli; innovations require the slow network periphery and are encoded by core-remodeling
  23 Feb 2018 0 repositories listed
• Curriculum Learning by Transfer Learning: Theory and Experiments with Deep Networks
  11 Feb 2018 0 repositories listed
• Generalization Error Bounds for Noisy, Iterative Algorithms
  12 Jan 2018 0 repositories listed
• Multi-label Learning for Large Text Corpora using Latent Variable Model with Provable Gurantees
  1 Jan 2018 0 repositories listed
• Statistical Learning Theory and Linguistic Typology: a Learnability Perspective on OT's Strict Domination
  1 Jan 2018 0 repositories listed
• Convergence of Gradient EM on Multi-component Mixture of Gaussians
  1 Dec 2017 0 repositories listed
• Experimental learning of quantum states
  30 Nov 2017 0 repositories listed
• Providing theoretical learning guarantees to Deep Learning Networks
  28 Nov 2017 0 repositories listed
• On Communication Complexity of Classification Problems
  16 Nov 2017 0 repositories listed
• FADO: A Deterministic Detection/Learning Algorithm
  7 Nov 2017 0 repositories listed
• Sparsity, variance and curvature in multi-armed bandits
  3 Nov 2017 0 repositories listed
• Algorithmic learning of probability distributions from random data in the limit
  31 Oct 2017 0 repositories listed
• Regularization approaches for support vector machines with applications to biomedical data
  29 Oct 2017 0 repositories listed
• An Approach to One-Bit Compressed Sensing Based on Probably Approximately Correct Learning Theory
  22 Oct 2017 0 repositories listed
• A Tight Excess Risk Bound via a Unified PAC-Bayesian-Rademacher-Shtarkov-MDL Complexity
  21 Oct 2017 0 repositories listed
• Function Norms and Regularization in Deep Networks
  18 Oct 2017 0 repositories listed
• Learning Neural Networks with Two Nonlinear Layers in Polynomial Time
  18 Sep 2017 0 repositories listed
• A Denoising Loss Bound for Neural Network based Universal Discrete Denoisers
  12 Sep 2017 0 repositories listed
• Learning Theory of Distributed Regression with Bias Corrected Regularization Kernel Network
  7 Aug 2017 0 repositories listed
• Consistency Analysis for Binary Classification Revisited
  1 Aug 2017 0 repositories listed
• The Topology of Statistical Verifiability
  27 Jul 2017 0 repositories listed
• Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints
  19 Jul 2017 0 repositories listed
• Optimal choice: new machine learning problem and its solution
  26 Jun 2017 0 repositories listed
• Learning Whenever Learning is Possible: Universal Learning under General Stochastic Processes
  5 Jun 2017 0 repositories listed
• Nonconvex penalties with analytical solutions for one-bit compressive sensing
  4 Jun 2017 0 repositories listed
• Learning with Average Top-k Loss
  24 May 2017 0 repositories listed
• The free energy principle for action and perception: A mathematical review
  24 May 2017 0 repositories listed
• Convergence Analysis of Gradient EM for Multi-component Gaussian Mixture
  23 May 2017 0 repositories listed
• Stabiliser states are efficiently PAC-learnable
  30 Apr 2017 0 repositories listed
• Inference in Sparse Graphs with Pairwise Measurements and Side Information
  8 Mar 2017 0 repositories listed
• Learning opacity in Stratal Maximum Entropy Grammar
  7 Mar 2017 0 repositories listed
• Simple to Complex Cross-modal Learning to Rank
  4 Feb 2017 0 repositories listed
• A Survey of Quantum Learning Theory
  24 Jan 2017 0 repositories listed
• On Reject and Refine Options in Multicategory Classification
  9 Jan 2017 0 repositories listed
• Resolving the paradox of evolvability with learning theory: How evolution learns to improve evolvability on rugged fitness landscapes
  18 Dec 2016 0 repositories listed
• Without-Replacement Sampling for Stochastic Gradient Methods
  1 Dec 2016 0 repositories listed
• Error analysis of regularized least-square regression with Fredholm kernel
  21 Nov 2016 0 repositories listed
• Using Empirical Covariance Matrix in Enhancing Prediction Accuracy of Linear Models with Missing Information
  21 Nov 2016 0 repositories listed
• Learning-Theoretic Foundations of Algorithm Configuration for Combinatorial Partitioning Problems
  14 Nov 2016 0 repositories listed
• Statistical Learning Theory Approach for Data Classification with l-diversity
  18 Oct 2016 0 repositories listed
• Phase Retrieval Meets Statistical Learning Theory: A Flexible Convex Relaxation
  13 Oct 2016 0 repositories listed
• On statistical learning via the lens of compression
  12 Oct 2016 0 repositories listed
• An efficient high-probability algorithm for Linear Bandits
  6 Oct 2016 0 repositories listed
• New Steps on the Exact Learning of CNF
  10 Sep 2016 0 repositories listed
• Machine Learning with Guarantees using Descriptive Complexity and SMT Solvers
  9 Sep 2016 0 repositories listed
• Testing k-Monotonicity
  1 Sep 2016 0 repositories listed
• Uniform Generalization, Concentration, and Adaptive Learning
  22 Aug 2016 0 repositories listed
• A General Characterization of the Statistical Query Complexity
  7 Aug 2016 0 repositories listed
• Distribution-dependent concentration inequalities for tighter generalization bounds
  19 Jul 2016 0 repositories listed
• Optimal Quantum Sample Complexity of Learning Algorithms
  4 Jul 2016 0 repositories listed
• Sample Complexity of Automated Mechanism Design
  13 Jun 2016 0 repositories listed
• Inductive supervised quantum learning
  24 May 2016 0 repositories listed
• Leveraging Over Priors for Boosting Control of Prosthetic Hands
  24 May 2016 0 repositories listed
• On the Sampling Strategy for Evaluation of Spectral-spatial Methods in Hyperspectral Image Classification
  19 May 2016 0 repositories listed
• Learning theory estimates with observations from general stationary stochastic processes
  10 May 2016 0 repositories listed
• Learning Possibilistic Logic Theories from Default Rules
  18 Apr 2016 0 repositories listed
• 1-bit Matrix Completion: PAC-Bayesian Analysis of a Variational Approximation
  14 Apr 2016 0 repositories listed
• Collaborative prediction with expert advice
  20 Mar 2016 0 repositories listed
• Without-Replacement Sampling for Stochastic Gradient Methods: Convergence Results and Application to Distributed Optimization
  2 Mar 2016 0 repositories listed
• Parametric Prediction from Parametric Agents
  24 Feb 2016 0 repositories listed
• A Model of Selective Advantage for the Efficient Inference of Cancer Clonal Evolution
  15 Feb 2016 0 repositories listed
• A Sufficient Statistics Construction of Bayesian Nonparametric Exponential Family Conjugate Models
  10 Jan 2016 0 repositories listed
• Revisiting Differentially Private Regression: Lessons From Learning Theory and their Consequences
  20 Dec 2015 0 repositories listed
• Algorithmic Stability and Uniform Generalization
  1 Dec 2015 0 repositories listed
• Learning Theory and Algorithms for Forecasting Non-stationary Time Series
  1 Dec 2015 0 repositories listed
• On the Pseudo-Dimension of Nearly Optimal Auctions
  1 Dec 2015 0 repositories listed
• A PAC Approach to Application-Specific Algorithm Selection
  23 Nov 2015 0 repositories listed
• The Fourier Transform of Poisson Multinomial Distributions and its Algorithmic Applications
  11 Nov 2015 0 repositories listed
• Fast Collaborative Filtering from Implicit Feedback with Provable Guarantees
  3 Nov 2015 0 repositories listed
• On the Robustness of Regularized Pairwise Learning Methods Based on Kernels
  12 Oct 2015 0 repositories listed
• Algorithmic statistics, prediction and machine learning
  17 Sep 2015 0 repositories listed
• Another Look at DWD: Thrifty Algorithm and Bayes Risk Consistency in RKHS
  24 Aug 2015 0 repositories listed
• 2 Notes on Classes with Vapnik-Chervonenkis Dimension 1
  19 Jul 2015 0 repositories listed
• Kernel Methods for Linear Discrete-Time Equations
  11 Jul 2015 0 repositories listed