Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..

Journal of Machine Learning Research (JMLR) - 2016

Documentation Rate of Empirical Papers by Reproducibility Variable

Distribution of Empirical Papers by Number of Documented Variables

Website:

Venue Year Papers
Reproducibility Score Reproducibility Score based on Gundersen et al. (2025). See Methods for details.
Documentation Score Documentation Score is the average score over the seven reproducibility variables for empirical research papers. See Methods for details.
% Empirical Percentage of papers that are empirical research vs theoretical research.
% Industry Percentage of empirical research papers with at least one author from Industry.
Website
JMLR 2016 236 0.41 3.54 84.75% 16.0%
Pseudocode
Open Source Code
Open Datasets
Dataset Splits
Hardware Specification
Software Dependencies
Experiment Setup
A Bounded p-norm Approximation of Max-Convolution for Sub-Quadratic Bayesian Inference on Additive Factors βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
A Characterization of Linkage-Based Hierarchical Clustering ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
A Closer Look at Adaptive Regret βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
A Consistent Information Criterion for Support Vector Machines in Diverging Model Spaces βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
A Differential Equation for Modeling Nesterov's Accelerated Gradient Method: Theory and Insights βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
A General Framework for Consistency of Principal Component Analysis ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
A General Framework for Constrained Bayesian Optimization using Information-based Search βœ… βœ… βœ… βœ… βœ… ❌ βœ… 6
A Gibbs Sampler for Learning DAGs βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
A Network That Learns Strassen Multiplication βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
A New Algorithm and Theory for Penalized Regression-based Clustering βœ… βœ… ❌ βœ… ❌ ❌ βœ… 4
A Note on the Sample Complexity of the Er-SpUD Algorithm by Spielman, Wang and Wright for Exact Recovery of Sparsely Used Dictionaries βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
A Practical Scheme and Fast Algorithm to Tune the Lasso With Optimality Guarantees βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
A Statistical Perspective on Randomized Sketching for Ordinary Least-Squares ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
A Unified View on Multi-class Support Vector Classification ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
A Unifying Framework in Vector-valued Reproducing Kernel Hilbert Spaces for Manifold Regularization and Co-Regularized Multi-view Learning βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
A Variational Approach to Path Estimation and Parameter Inference of Hidden Diffusion Processes βœ… ❌ ❌ ❌ βœ… ❌ βœ… 3
A Well-Conditioned and Sparse Estimation of Covariance and Inverse Covariance Matrices Using a Joint Penalty βœ… ❌ βœ… βœ… βœ… βœ… βœ… 6
Adaptive Lasso and group-Lasso for functional Poisson regression ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
Addressing Environment Non-Stationarity by Repeating Q-learning Updates βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Adjusting for Chance Clustering Comparison Measures ❌ βœ… ❌ ❌ ❌ ❌ βœ… 2
An Emphatic Approach to the Problem of Off-policy Temporal-Difference Learning ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
An Error Bound for L1-norm Support Vector Machine Coefficients in Ultra-high Dimension ❌ ❌ ❌ βœ… ❌ ❌ βœ… 2
An Information-Theoretic Analysis of Thompson Sampling βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
An Online Convex Optimization Approach to Blackwell's Approachability βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Analysis of Classification-based Policy Iteration Algorithms βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Approximate Newton Methods for Policy Search in Markov Decision Processes βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Are Random Forests Truly the Best Classifiers? ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
Augmentable Gamma Belief Networks βœ… βœ… βœ… βœ… βœ… ❌ βœ… 6
BayesPy: Variational Bayesian Inference in Python ❌ βœ… ❌ ❌ βœ… ❌ βœ… 3
Bayesian Decision Process for Cost-Efficient Dynamic Ranking via Crowdsourcing βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Bayesian Graphical Models for Multivariate Functional Data βœ… ❌ ❌ ❌ βœ… ❌ βœ… 3
Bayesian Leave-One-Out Cross-Validation Approximations for Gaussian Latent Variable Models ❌ βœ… βœ… βœ… βœ… ❌ βœ… 5
Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models ❌ ❌ βœ… ❌ ❌ ❌ βœ… 2
Bayesian Policy Gradient and Actor-Critic Algorithms βœ… βœ… βœ… ❌ ❌ ❌ βœ… 4
Bayesian group factor analysis with structured sparsity ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
Bipartite Ranking: a Risk-Theoretic Perspective ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Blending Learning and Inference in Conditional Random Fields βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Bootstrap-Based Regularization for Low-Rank Matrix Estimation βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Bounding the Search Space for Global Optimization of Neural Networks Learning Error: An Interval Analysis Approach βœ… ❌ βœ… ❌ ❌ βœ… βœ… 4
CVXPY: A Python-Embedded Modeling Language for Convex Optimization ❌ βœ… ❌ ❌ ❌ ❌ ❌ 1
Causal Inference through a Witness Protection Program βœ… βœ… βœ… ❌ βœ… ❌ βœ… 5
Cells in Multidimensional Recurrent Neural Networks ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Challenges in multimodal gesture recognition ❌ βœ… βœ… βœ… ❌ ❌ ❌ 3
Characteristic Kernels and Infinitely Divisible Distributions ❌ ❌ ❌ ❌ ❌ βœ… ❌ 1
Choice of V for V-Fold Cross-Validation in Least-Squares Density Estimation βœ… ❌ ❌ βœ… ❌ ❌ βœ… 3
Classification of Imbalanced Data with a Geometric Digraph Family βœ… βœ… βœ… βœ… ❌ βœ… βœ… 6
Combinatorial Multi-Armed Bandit and Its Extension to Probabilistically Triggered Arms βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Complexity of Representation and Inference in Compositional Models with Part Sharing ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Composite Multiclass Losses ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Compressed Gaussian Process for Manifold Regression βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Conditional Independencies under the Algorithmic Independence of Conditionals ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Consistency and Fluctuations For Stochastic Gradient Langevin Dynamics ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
Consistency of Cheeger and Ratio Graph Cuts ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
Consistent Algorithms for Clustering Time Series βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Consistent Distribution-Free $K$-Sample and Independence Tests for Univariate Random Variables ❌ βœ… βœ… ❌ ❌ ❌ βœ… 3
Control Function Instrumental Variable Estimation of Nonlinear Causal Effect Models βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Convergence of an Alternating Maximization Procedure ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Convex Calibration Dimension for Multiclass Loss Matrices ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Convex Regression with Interpretable Sharp Partitions βœ… ❌ βœ… βœ… βœ… βœ… βœ… 6
Covariance-based Clustering in Multivariate and Functional Data Analysis βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Cross-Corpora Unsupervised Learning of Trajectories in Autism Spectrum Disorders ❌ ❌ ❌ βœ… ❌ ❌ βœ… 2
CrossCat: A Fully Bayesian Nonparametric Method for Analyzing Heterogeneous, High Dimensional Data ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
DSA: Decentralized Double Stochastic Averaging Gradient Algorithm βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Data-driven Rank Breaking for Efficient Rank Aggregation ❌ ❌ βœ… ❌ ❌ ❌ βœ… 2
Decrypting β€œCryptogenic” Epilepsy: Semi-supervised Hierarchical Conditional Random Fields For Detecting Cortical Lesions In MRI-Negative Patients ❌ ❌ ❌ βœ… ❌ ❌ βœ… 2
Differentially Private Data Releasing for Smooth Queries βœ… βœ… βœ… βœ… βœ… ❌ βœ… 6
Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ❌ ❌ βœ… ❌ ❌ ❌ βœ… 2
Distinguishing Cause from Effect Using Observational Data: Methods and Benchmarks βœ… βœ… βœ… βœ… βœ… βœ… βœ… 7
Distributed Coordinate Descent Method for Learning with Big Data βœ… ❌ βœ… ❌ βœ… ❌ βœ… 4
Distributed Submodular Maximization βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Distribution-Matching Embedding for Visual Domain Adaptation βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Domain-Adversarial Training of Neural Networks βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Double or Nothing: Multiplicative Incentive Mechanisms for Crowdsourcing βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Dual Control for Approximate Bayesian Reinforcement Learning βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
ERRATA: On the Estimation of the Gradient Lines of a Density and the Consistency of the Mean-Shift Algorithm ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Efficient Computation of Gaussian Process Regression for Large Spatial Data Sets by Patching Local Gaussian Processes ❌ ❌ βœ… βœ… βœ… ❌ βœ… 4
Electronic Health Record Analysis via Deep Poisson Factor Models ❌ ❌ βœ… βœ… βœ… ❌ βœ… 4
End-to-End Training of Deep Visuomotor Policies ❌ ❌ βœ… ❌ βœ… ❌ βœ… 3
Equivalence of Graphical Lasso and Thresholding for Sparse Graphs ❌ ❌ βœ… ❌ ❌ ❌ βœ… 2
Estimating Causal Structure Using Conditional DAG Models ❌ ❌ βœ… ❌ ❌ ❌ βœ… 2
Estimating Diffusion Networks: Recovery Conditions, Sample Complexity and Soft-thresholding Algorithm βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology Dependence ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Exact Inference on Gaussian Graphical Models of Arbitrary Topology using Path-Sums ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Exploration of the (Non-)Asymptotic Bias and Variance of Stochastic Gradient Langevin Dynamics ❌ βœ… ❌ ❌ ❌ ❌ βœ… 2
Extracting PICO Sentences from Clinical Trial Reports using Supervised Distant Supervision ❌ ❌ βœ… βœ… ❌ βœ… βœ… 4
Extremal Mechanisms for Local Differential Privacy ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
Feature-Level Domain Adaptation βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Fused Lasso Approach in Regression Coefficients Clustering -- Learning Parameter Heterogeneity in Data Integration ❌ βœ… βœ… ❌ ❌ βœ… βœ… 4
Gains and Losses are Fundamentally Different in Regret Minimization: The Sparse Case βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
GenSVM: A Generalized Multiclass Support Vector Machine βœ… βœ… βœ… βœ… βœ… βœ… βœ… 7
Gradients Weights improve Regression and Classification ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
Guarding against Spurious Discoveries in High Dimensions βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Harry: A Tool for Measuring String Similarity ❌ βœ… βœ… ❌ ❌ βœ… βœ… 4
Herded Gibbs Sampling βœ… βœ… βœ… ❌ ❌ ❌ βœ… 4
Hierarchical Relative Entropy Policy Search βœ… ❌ ❌ ❌ βœ… ❌ βœ… 3
How to Center Deep Boltzmann Machines βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Hybrid Orthogonal Projection and Estimation (HOPE): A New Framework to Learn Neural Networks βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Importance Weighting Without Importance Weights: An Efficient Algorithm for Combinatorial Semi-Bandits βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Improving Structure MCMC for Bayesian Networks through Markov Blanket Resampling βœ… ❌ βœ… ❌ βœ… ❌ βœ… 4
Input Output Kernel Regression: Supervised and Semi-Supervised Structured Output Prediction with Operator-Valued Kernels ❌ ❌ βœ… βœ… βœ… ❌ βœ… 4
Integrated Common Sense Learning and Planning in POMDPs βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Integrative Analysis using Coupled Latent Variable Models for Individualizing Prognoses βœ… ❌ ❌ βœ… ❌ ❌ βœ… 3
Interleaved Text/Image Deep Mining on a Large-Scale Radiology Database for Automated Image Interpretation ❌ ❌ βœ… βœ… βœ… ❌ βœ… 4
Iterative Hessian Sketch: Fast and Accurate Solution Approximation for Constrained Least-Squares βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Iterative Regularization for Learning with Convex Loss Functions ❌ ❌ βœ… ❌ ❌ ❌ βœ… 2
JCLAL: A Java Framework for Active Learning ❌ βœ… ❌ βœ… ❌ βœ… βœ… 4
Joint Structural Estimation of Multiple Graphical Models ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Jointly Informative Feature Selection Made Tractable by Gaussian Modeling βœ… ❌ βœ… ❌ ❌ ❌ ❌ 2
Kernel Estimation and Model Combination in A Bandit Problem with Covariates βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Kernel Mean Shrinkage Estimators ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Knowledge Matters: Importance of Prior Information for Optimization ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
L1-Regularized Least Squares for Support Recovery of High Dimensional Single Index Models with Gaussian Designs βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
LIBMF: A Library for Parallel Matrix Factorization in Shared-memory Systems ❌ βœ… βœ… βœ… βœ… ❌ ❌ 4
LLORMA: Local Low-Rank Matrix Approximation βœ… ❌ βœ… βœ… βœ… ❌ βœ… 5
Large Scale Online Kernel Learning βœ… βœ… βœ… βœ… ❌ βœ… βœ… 6
Large Scale Visual Recognition through Adaptation using Joint Representation and Multiple Instance Learning ❌ βœ… βœ… βœ… ❌ ❌ ❌ 3
Latent Space Inference of Internet-Scale Networks βœ… ❌ βœ… ❌ βœ… ❌ βœ… 4
Learning Algorithms for Second-Price Auctions with Reserve βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Learning Latent Variable Models by Pairwise Cluster Comparison: Part I - Theory and Overview βœ… βœ… βœ… ❌ ❌ ❌ ❌ 3
Learning Latent Variable Models by Pairwise Cluster Comparison: Part II - Algorithm and Evaluation βœ… βœ… βœ… ❌ ❌ ❌ βœ… 4
Learning Planar Ising Models βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Learning Taxonomy Adaptation in Large-scale Classification βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Learning Theory for Distribution Regression ❌ βœ… ❌ ❌ ❌ ❌ ❌ 1
Learning Using Anti-Training with Sacrificial Data βœ… βœ… βœ… βœ… βœ… ❌ βœ… 6
Learning the Variance of the Reward-To-Go ❌ βœ… ❌ ❌ ❌ ❌ βœ… 2
Learning with Differential Privacy: Stability, Learnability and the Sufficiency and Necessity of ERM Principle βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Lenient Learning in Independent-Learner Stochastic Cooperative Games βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Linear Convergence of Randomized Feasible Descent Methods Under the Weak Strong Convexity Assumption βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Local Network Community Detection with Continuous Optimization of Conductance and Weighted Kernel K-Means βœ… βœ… βœ… ❌ βœ… ❌ βœ… 5
Loss Minimization and Parameter Estimation with Heavy Tails βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Low-Rank Doubly Stochastic Matrix Decomposition for Cluster Analysis βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
MEKA: A Multi-label/Multi-target Extension to WEKA ❌ βœ… βœ… βœ… ❌ βœ… βœ… 5
MLlib: Machine Learning in Apache Spark ❌ βœ… βœ… ❌ βœ… ❌ βœ… 4
MOCCA: Mirrored Convex/Concave Optimization for Nonconvex Composite Functions βœ… βœ… ❌ ❌ ❌ βœ… βœ… 4
Machine Learning in an Auction Environment ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
Measuring Dependence Powerfully and Equitably ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
Megaman: Scalable Manifold Learning in Python ❌ βœ… βœ… ❌ βœ… ❌ βœ… 4
Minimax Adaptive Estimation of Nonparametric Hidden Markov Models βœ… βœ… ❌ ❌ ❌ ❌ ❌ 2
Minimax Rates in Permutation Estimation for Feature Matching ❌ ❌ ❌ ❌ ❌ βœ… βœ… 2
Minimum Density Hyperplanes ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
Model-free Variable Selection in Reproducing Kernel Hilbert Space βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Modelling Interactions in High-dimensional Data with Backtracking βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Monotonic Calibrated Interpolated Look-Up Tables βœ… ❌ ❌ βœ… βœ… ❌ βœ… 4
Multi-Objective Markov Decision Processes for Data-Driven Decision Support βœ… ❌ βœ… ❌ βœ… βœ… βœ… 5
Multi-Task Learning for Straggler Avoiding Predictive Job Scheduling ❌ ❌ ❌ βœ… ❌ ❌ βœ… 2
Multi-scale Classification using Localized Spatial Depth ❌ βœ… βœ… βœ… βœ… βœ… βœ… 6
Multi-task Sparse Structure Learning with Gaussian Copula Models βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Multiple Output Regression with Latent Noise ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
Multiple-Instance Learning from Distributions ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Multiplicative Multitask Feature Learning βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Multiscale Adaptive Representation of Signals: I. The Basic Framework βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Multiscale Dictionary Learning: Non-Asymptotic Bounds and Robustness ❌ βœ… βœ… ❌ ❌ ❌ βœ… 3
Multivariate Spearman's $\rho$ for Aggregating Ranks Using Copulas ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Mutual Information Based Matching for Causal Inference with Observational Data βœ… ❌ βœ… βœ… βœ… ❌ βœ… 5
Neural Autoregressive Distribution Estimation βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
New Perspectives on k-Support and Cluster Norms βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Newton-Stein Method: An Optimization Method for GLMs via Stein's Lemma βœ… ❌ βœ… ❌ ❌ ❌ ❌ 2
Neyman-Pearson Classification under High-Dimensional Settings βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Noisy Sparse Subspace Clustering βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Non-linear Causal Inference using Gaussianity Measures βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Nonparametric Network Models for Link Prediction ❌ ❌ βœ… βœ… ❌ βœ… βœ… 4
OLPS: A Toolbox for On-Line Portfolio Selection ❌ βœ… βœ… ❌ ❌ ❌ βœ… 3
On Bayes Risk Lower Bounds ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
On Lower and Upper Bounds in Smooth and Strongly Convex Optimization ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
On Quantile Regression in Reproducing Kernel Hilbert Spaces with the Data Sparsity Constraint ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
On the Characterization of a Class of Fisher-Consistent Loss Functions and its Application to Boosting βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
On the Complexity of Best-Arm Identification in Multi-Armed Bandit Models βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
On the Consistency of the Likelihood Maximization Vertex Nomination Scheme: Bridging the Gap Between Maximum Likelihood Estimation and Graph Matching ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
On the Estimation of the Gradient Lines of a Density and the Consistency of the Mean-Shift Algorithm N/A N/A N/A N/A N/A N/A N/A 0
On the Influence of Momentum Acceleration on Online Learning ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
On the properties of variational approximations of Gibbs posteriors βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
One-class classification of point patterns of extremes ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Online PCA with Optimal Regret ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Online Trans-dimensional von Mises-Fisher Mixture Models for User Profiles βœ… ❌ βœ… βœ… βœ… ❌ βœ… 5
Operator-valued Kernels for Learning from Functional Response Data βœ… ❌ βœ… βœ… ❌ ❌ ❌ 3
Optimal Estimation and Completion of Matrices with Biclustering Structures βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Optimal Estimation of Derivatives in Nonparametric Regression ❌ ❌ ❌ ❌ ❌ βœ… βœ… 2
Optimal Learning Rates for Localized SVMs βœ… ❌ βœ… βœ… βœ… ❌ βœ… 5
Patient Risk Stratification with Time-Varying Parameters: A Multitask Learning Approach ❌ ❌ ❌ βœ… ❌ ❌ βœ… 2
Penalized Maximum Likelihood Estimation of Multi-layered Gaussian Graphical Models βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Practical Kernel-Based Reinforcement Learning βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Probabilistic Low-Rank Matrix Completion from Quantized Measurements βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Pymanopt: A Python Toolbox for Optimization on Manifolds using Automatic Differentiation ❌ βœ… ❌ ❌ ❌ ❌ βœ… 2
Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Quasi-Monte Carlo Feature Maps for Shift-Invariant Kernels βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
RLScore: Regularized Least-Squares Learners βœ… βœ… ❌ βœ… ❌ βœ… βœ… 5
Random Rotation Ensembles βœ… βœ… βœ… βœ… βœ… βœ… βœ… 7
Rate Optimal Denoising of Simultaneously Sparse and Low Rank Matrices βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Refined Error Bounds for Several Learning Algorithms βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Regularized Policy Iteration with Nonparametric Function Spaces βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Revisiting the NystrΓΆm Method for Improved Large-scale Machine Learning βœ… ❌ βœ… ❌ βœ… βœ… βœ… 5
Rounding-based Moves for Semi-Metric Labeling βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
SPSD Matrix Approximation vis Column Selection: Theories, Algorithms, and Extensions βœ… ❌ βœ… βœ… βœ… ❌ βœ… 5
Scalable Approximate Bayesian Inference for Outlier Detection under Informative Sampling βœ… ❌ ❌ βœ… ❌ ❌ βœ… 3
Scalable Learning of Bayesian Network Classifiers βœ… βœ… βœ… βœ… βœ… ❌ βœ… 6
Scaling-up Empirical Risk Minimization: Optimization of Incomplete $U$-statistics ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Semiparametric Mean Field Variational Bayes: General Principles and Numerical Issues βœ… ❌ ❌ ❌ ❌ βœ… βœ… 3
Should We Really Use Post-Hoc Tests Based on Mean-Ranks? ❌ βœ… βœ… βœ… ❌ ❌ ❌ 3
Sparse PCA via Covariance Thresholding βœ… ❌ ❌ ❌ ❌ ❌ βœ… 2
Sparsity and Error Analysis of Empirical Feature-Based Regularization Schemes ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Spectral Methods Meet EM: A Provably Optimal Algorithm for Crowdsourcing βœ… ❌ βœ… ❌ ❌ ❌ βœ… 3
Spectral Ranking using Seriation βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Stability and Generalization in Structured Prediction ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Stable Graphical Models βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Stereo Matching by Training a Convolutional Neural Network to Compare Image Patches ❌ βœ… βœ… βœ… βœ… ❌ βœ… 5
String and Membrane Gaussian Processes βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
StructED: Risk Minimization in Structured Prediction ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
Structure Discovery in Bayesian Networks by Sampling Partial Orders βœ… βœ… βœ… ❌ βœ… ❌ βœ… 5
Structure Learning in Bayesian Networks of a Moderate Size by Efficient Sampling ❌ βœ… βœ… ❌ βœ… ❌ βœ… 4
Structure-Leveraged Methods in Breast Cancer Risk Prediction ❌ ❌ ❌ βœ… ❌ ❌ βœ… 2
Subspace Learning with Partial Information βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Support Vector Hazards Machine: A Counting Process Framework for Learning Risk Scores for Censored Outcomes βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
Synergy of Monotonic Rules ❌ ❌ βœ… βœ… ❌ ❌ ❌ 2
The Asymptotic Performance of Linear Echo State Neural Networks ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
The Benefit of Multitask Representation Learning ❌ βœ… ❌ βœ… ❌ ❌ βœ… 3
The Constrained Dantzig Selector with Enhanced Consistency βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
The Factorized Self-Controlled Case Series Method: An Approach for Estimating the Effects of Many Drugs on Many Outcomes βœ… ❌ βœ… βœ… ❌ ❌ βœ… 4
The LRP Toolbox for Artificial Neural Networks ❌ βœ… ❌ ❌ ❌ βœ… ❌ 2
The Optimal Sample Complexity of PAC Learning βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
The Statistical Performance of Collaborative Inference ❌ ❌ ❌ ❌ ❌ ❌ βœ… 1
The Teaching Dimension of Linear Learners ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Theoretical Analysis of the Optimal Free Responses of Graph-Based SFA for the Design of Training Graphs ❌ ❌ βœ… βœ… βœ… ❌ βœ… 4
Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition βœ… ❌ βœ… βœ… βœ… ❌ βœ… 5
Trend Filtering on Graphs ❌ ❌ βœ… ❌ ❌ ❌ βœ… 2
True Online Temporal-Difference Learning βœ… βœ… βœ… ❌ ❌ βœ… βœ… 5
Universal Approximation Results for the Temporal Restricted Boltzmann Machine and the Recurrent Temporal Restricted Boltzmann Machine ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
Variational Dependent Multi-output Gaussian Process Dynamical Systems ❌ ❌ βœ… βœ… ❌ ❌ βœ… 3
Variational Inference for Latent Variables and Uncertain Inputs in Gaussian Processes βœ… βœ… βœ… βœ… ❌ ❌ βœ… 5
Volumetric Spanners: An Efficient Exploration Basis for Learning βœ… ❌ ❌ ❌ ❌ ❌ ❌ 1
Wavelet decompositions of Random Forests - smoothness analysis, sparse approximation and applications ❌ βœ… βœ… βœ… βœ… ❌ βœ… 5
Weak Convergence Properties of Constrained Emphatic Temporal-difference Learning with Constant and Slowly Diminishing Stepsize ❌ ❌ ❌ ❌ ❌ ❌ ❌ 0
bandicoot: a Python Toolbox for Mobile Phone Metadata ❌ βœ… ❌ ❌ βœ… ❌ βœ… 3
e-PAL: An Active Learning Approach to the Multi-Objective Optimization Problem βœ… βœ… βœ… ❌ βœ… βœ… βœ… 6
fastFM: A Library for Factorization Machines ❌ βœ… βœ… βœ… ❌ ❌ βœ… 4
mlr: Machine Learning in R βœ… βœ… βœ… βœ… ❌ βœ… βœ… 6