Data Visualization

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

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 117 papers with code (335 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.

• Adversarial Autoencoders
  18 Nov 2015 29 repositories listed Syntology ran 8 of 12 samples · 4 unverified · 9 pointer-only (licence)
  In this paper, we propose the "adversarial autoencoder" (AAE), which is a probabilistic autoencoder that uses the recently proposed generative adversarial networks (GAN) to perform variational inference by matching the…
• ShapeNet: An Information-Rich 3D Model Repository
  9 Dec 2015 16 repositories listed
  We present ShapeNet: a richly-annotated, large-scale repository of shapes represented by 3D CAD models of objects.
• A high-bias, low-variance introduction to Machine Learning for physicists
  23 Mar 2018 7 repositories listed Syntology ran 2 of 14 samples · 12 unverified
  The purpose of this review is to provide an introduction to the core concepts and tools of machine learning in a manner easily understood and intuitive to physicists.
• Polis: Scaling Deliberation by Mapping High Dimensional Opinion Spaces
  22 Jul 2021 4 repositories listed
  Deliberative and participatory approaches to democracy seek to directly include citizens in decision-making and agenda-setting processes.
• SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?
  4 Oct 2024 3 repositories listed Syntology ran 3 of 11 samples · 8 unverified
  Therefore, we propose SWE-bench Multimodal (SWE-bench M), to evaluate systems on their ability to fix bugs in visual, user-facing JavaScript software.
• A visualization method for data domain changes in CNN networks and the optimization method for selecting thresholds in classification tasks
  19 Apr 2024 3 repositories listed
  In recent years, Face Anti-Spoofing (FAS) has played a crucial role in preserving the security of face recognition technology.
• Geometry- and Accuracy-Preserving Random Forest Proximities
  29 Jan 2022 3 repositories listed
  Random forests are considered one of the best out-of-the-box classification and regression algorithms due to their high level of predictive performance with relatively little tuning.
• Challenging the Boundaries of Reasoning: An Olympiad-Level Math Benchmark for Large Language Models
  27 Mar 2025 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  In recent years, the rapid development of large reasoning models has resulted in the saturation of existing benchmarks for evaluating mathematical reasoning, highlighting the urgent need for more challenging and…
• Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models
  10 Dec 2024 2 repositories listed
  Exploratory data analysis (EDA), coupled with SQL, is essential for data analysts involved in data exploration and analysis.
• Diceplot: A package for high dimensional categorical data visualization
  30 Oct 2024 2 repositories listed
  Visualization of multidimensional, categorical data is a common challenge across scientific areas and, in particular, the life sciences.
• factgenie: A Framework for Span-based Evaluation of Generated Texts
  25 Jul 2024 2 repositories listed
  We present factgenie: a framework for annotating and visualizing word spans in textual model outputs.
• HAIChart: Human and AI Paired Visualization System
  16 Jun 2024 2 repositories listed Syntology ran 7 of 9 samples · 2 unverified · 9 pointer-only (licence)
  The growing importance of data visualization in business intelligence and data science emphasizes the need for tools that can efficiently generate meaningful visualizations from large datasets.
• Collection Space Navigator: An Interactive Visualization Interface for Multidimensional Datasets
  11 May 2023 2 repositories listed
  We introduce the Collection Space Navigator (CSN), a browser-based visualization tool to explore, research, and curate large collections of visual digital artifacts that are associated with multidimensional data, such…
• Ellipsoid fitting with the Cayley transform
  20 Apr 2023 2 repositories listed
  We introduce Cayley transform ellipsoid fitting (CTEF), an algorithm that uses the Cayley transform to fit ellipsoids to noisy data in any dimension.
• Linear-scaling kernels for protein sequences and small molecules outperform deep learning while providing uncertainty quantitation and improved interpretability
  7 Feb 2023 2 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  We compare the performance of xGPR with the reported performance of various deep learning models on 20 benchmarks, including small molecule, protein sequence and tabular data.
• Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding
  30 May 2022 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Contrastive learning, especially self-supervised contrastive learning (SSCL), has achieved great success in extracting powerful features from unlabeled data.
• Deep PCB To COCO Convertor
  1 May 2022 2 repositories listed
  It has 1500 image pairs.
• Detectron2 Object Detection & Manipulating Images using Cartoonization
  1 Aug 2021 2 repositories listed
  In today's world, there is a rapid increase in the autonomous vehicle.
• Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMAP, and PaCMAP for Data Visualization
  8 Dec 2020 2 repositories listed
  In this work, our main goal is to understand what aspects of DR methods are important for preserving both local and global structure: it is difficult to design a better method without a true understanding of the choices…
• Torchbearer: A Model Fitting Library for PyTorch
  10 Sep 2018 2 repositories listed
  We introduce torchbearer, a model fitting library for pytorch aimed at researchers working on deep learning or differentiable programming.
• Kernelized Synaptic Weight Matrices
  1 Jul 2018 2 repositories listed
  In this paper we introduce a novel neural network architecture, in which weight matrices are re-parametrized in terms of low-dimensional vectors, interacting through kernel functions.
• Data2Vis: Automatic Generation of Data Visualizations Using Sequence to Sequence Recurrent Neural Networks
  9 Apr 2018 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Rapidly creating effective visualizations using expressive grammars is challenging for users who have limited time and limited skills in statistics and data visualization.
• Capturing Visualization Design Rationale
  19 Jun 2025 1 repository listed
  We leverage a unique source of real-world visualizations and natural language narratives: literate visualization notebooks created by students as part of a data visualization course.
• VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation
  16 Jun 2025 1 repository listed Syntology ran 0 of 6 samples · 6 unverified · 6 pointer-only (licence)
  Data visualization generation using Large Language Models (LLMs) has shown promising results but often produces suboptimal visualizations that require human intervention for improvement.
• Mapping correlations and coherence: adjacency-based approach to data visualization and regularity discovery
  6 Jun 2025 1 repository listed
  Correlation is a most commonly-used and effective approach to describe regularities in data, yet for complex patterns, spatial inhomogeneity and complexity can often undermine the correlations.
• OLAF: An Open Life Science Analysis Framework for Conversational Bioinformatics Powered by Large Language Models
  4 Apr 2025 1 repository listed
  OLAF (Open Life Science Analysis Framework) is an open-source platform that enables researchers to perform bioinformatics analyses using natural language.
• Adversarial network embedding with bootstrapped representations for sparse networks
  3 Mar 2025 1 repository listed
  To address these challenges, a novel method termed Adversarial Network Embedding with Bootstrapped Representations (ANEBR) is proposed.
• Boosting of Classification Models with Human-in-the-Loop Computational Visual Knowledge Discovery
  10 Feb 2025 1 repository listed
  However, it relies on weaker base classifiers that are iteratively strengthened, limiting improvements from base classifiers.
• nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent Workflow
  7 Feb 2025 1 repository listed
  Natural Language to Visualization (NL2Vis) seeks to convert natural-language descriptions into visual representations of given tables, empowering users to derive insights from large-scale data.
• Synthetic Artifact Auditing: Tracing LLM-Generated Synthetic Data Usage in Downstream Applications
  2 Feb 2025 1 repository listed
  We evaluate our auditing framework on three text classification tasks, two text summarization tasks, and two data visualization tasks across three training scenarios.

Syntology lines on 9 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.