feature selection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 707 papers with code (2,971 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Free-Form Image Inpainting with Gated Convolution
  10 Jun 2018 30 repositories listed Syntology ran 1 of 7 samples · 6 unverified
  We present a generative image inpainting system to complete images with free-form mask and guidance.
• A Light CNN for Deep Face Representation with Noisy Labels
  9 Nov 2015 19 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 1 pointer-only (licence)
  This paper presents a Light CNN framework to learn a compact embedding on the large-scale face data with massive noisy labels.
• X3D: Expanding Architectures for Efficient Video Recognition
  9 Apr 2020 8 repositories listed Syntology ran 2 of 15 samples · 13 unverified
  This paper presents X3D, a family of efficient video networks that progressively expand a tiny 2D image classification architecture along multiple network axes, in space, time, width and depth.
• UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content
  29 May 2020 5 repositories listed
  Recent years have witnessed an explosion of user-generated content (UGC) videos shared and streamed over the Internet, thanks to the evolution of affordable and reliable consumer capture devices, and the tremendous…
• SPSA-FSR: Simultaneous Perturbation Stochastic Approximation for Feature Selection and Ranking
  16 Apr 2018 5 repositories listed
  After a review of the current state-of-the-art, we discuss our improvements in detail and present three sets of computational experiments: (1) comparison of SPSA-FS as a (wrapper) feature selection method against…
• FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction
  3 Apr 2023 4 repositories listed Syntology ran 13 of 16 samples · 3 unverified
  As such, many two-stream interaction models (e.
• Block Model Guided Unsupervised Feature Selection
  5 Jul 2020 4 repositories listed
  Existing efforts for unsupervised feature selection on attributed networks have explored either directly regenerating the links by solving for f such that f(𝐲ᵢ,𝐲ⱼ) ≈𝐀_(i, j) or finding community structure in 𝐀 and using…
• Feature Selective Anchor-Free Module for Single-Shot Object Detection
  2 Mar 2019 4 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  The general concept of the FSAF module is online feature selection applied to the training of multi-level anchor-free branches.
• Convolutional Embedded Networks for Population Scale Clustering and Bio-ancestry Inferencing
  30 May 2018 4 repositories listed
  The study of genetic variants can help find correlating population groups to identify cohorts that are predisposed to common diseases and explain differences in disease susceptibility and how patients react to drugs.
• Nonparametric IPSS: Fast, flexible feature selection with false discovery control
  3 Oct 2024 3 repositories listed
  Extensive nonlinear simulations with RNA sequencing data show that both methods accurately control the false discovery rate and detect more true positives than existing methods.
• Your Causal Self-Attentive Recommender Hosts a Lonely Neighborhood
  4 Jun 2024 3 repositories listed
  In the context of sequential recommendation, a pivotal issue pertains to the comparative analysis between bi-directional/auto-encoding (AE) and uni-directional/auto-regressive (AR) attention mechanisms, where the…
• Neural interval-censored survival regression with feature selection
  14 Jun 2022 3 repositories listed
  Survival analysis is a fundamental area of focus in biomedical research, particularly in the context of personalized medicine.
• The Shapley Value in Machine Learning
  11 Feb 2022 3 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  Over the last few years, the Shapley value, a solution concept from cooperative game theory, has found numerous applications in machine learning.
• FaPN: Feature-aligned Pyramid Network for Dense Image Prediction
  16 Aug 2021 3 repositories listed Syntology ran 2 of 4 samples · 2 unverified
  Recent advancements in deep neural networks have made remarkable leap-forwards in dense image prediction.
• Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation
  31 May 2021 3 repositories listed
  We present the efficiency of semi-orthogonal embedding for unsupervised anomaly segmentation.
• VEST: Automatic Feature Engineering for Forecasting
  14 Oct 2020 3 repositories listed
  Time series forecasting is a challenging task with applications in a wide range of domains.
• Parametric Programming Approach for More Powerful and General Lasso Selective Inference
  21 Apr 2020 3 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Unfortunately, the main limitation of the original SI approach for Lasso is that the inference is conducted not only conditional on the selected features but also on their signs -- this leads to loss of power because of…
• Sequential Feature Classification in the Context of Redundancies
  1 Apr 2020 3 repositories listed
  The problem of all-relevant feature selection is concerned with finding a relevant feature set with preserved redundancies.
• Fair Kernel Regression via Fair Feature Embedding in Kernel Space
  4 Jul 2019 3 repositories listed
  In this paper, we propose a new fair kernel regression method via fair feature embedding (FKR-F²E) in kernel space.
• A Debiased MDI Feature Importance Measure for Random Forests
  26 Jun 2019 3 repositories listed
  Based on the original definition of MDI by Breiman et al.
• Algorithm Selection for Collaborative Filtering: the influence of graph metafeatures and multicriteria metatargets
  23 Jul 2018 3 repositories listed
  However, the results have shown that the feature selection procedure used to create the comprehensive metafeatures is is not effective, since there is no gain in predictive performance.
• AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple Benchmark
  9 Jul 2018 3 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Explainable Artificial Intelligence (XAI) is targeted at understanding how models perform feature selection and derive their classification decisions.
• Learning to Explain: An Information-Theoretic Perspective on Model Interpretation
  21 Feb 2018 3 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  We introduce instancewise feature selection as a methodology for model interpretation.
• Distributed and parallel time series feature extraction for industrial big data applications
  25 Oct 2016 3 repositories listed
  This problem is especially hard to solve for time series classification and regression in industrial applications such as predictive maintenance or production line optimization, for which each label or regression target…
• Comparative evaluation of state-of-the-art algorithms for SSVEP-based BCIs
  2 Feb 2016 3 repositories listed
  Brain-computer interfaces (BCIs) have been gaining momentum in making human-computer interaction more natural, especially for people with neuro-muscular disabilities.
• Fast and accurate sentiment classification using an enhanced Naive Bayes model
  27 May 2013 3 repositories listed
  We have explored different methods of improving the accuracy of a Naive Bayes classifier for sentiment analysis.
• Graph Neural Networks for Jamming Source Localization
  1 Jun 2025 2 repositories listed
  Graph-based learning provides a powerful framework for modeling complex relational structures; however, its application within the domain of wireless security remains significantly underexplored.
• Feature Selection Gates with Gradient Routing for Endoscopic Image Computing
  7 Oct 2024 2 repositories listed
  To address overfitting and enhance model generalization in gastroenterological polyp size assessment, our study introduces Feature Selection Gates (FSG) alongside Gradient Routing (GR) for dynamic feature selection.
• EntryPrune: Neural Network Feature Selection using First Impressions
  3 Oct 2024 2 repositories listed
  We introduce EntryPrune, a novel supervised feature selection algorithm using a dense neural network with a dynamic sparse input layer.
• Using pretrained graph neural networks with token mixers as geometric featurizers for conformational dynamics
  30 Sep 2024 2 repositories listed Syntology ran 3 of 6 samples · 3 unverified · 6 pointer-only (licence)
  Identifying informative low-dimensional features that characterize dynamics in molecular simulations remains a challenge, often requiring extensive manual tuning and system-specific knowledge.

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.