Gender Prediction

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

22 shown of 22 papers with code (66 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.

• Real-time Convolutional Neural Networks for Emotion and Gender Classification
  20 Oct 2017 18 repositories listed Syntology ran 1 of 17 samples · 16 unverified
  In this paper we propose an implement a general convolutional neural network (CNN) building framework for designing real-time CNNs.
• Rank consistent ordinal regression for neural networks with application to age estimation
  20 Jan 2019 4 repositories listed Syntology ran 1 of 4 samples · 3 unverified
  In many real-world prediction tasks, class labels include information about the relative ordering between labels, which is not captured by commonly-used loss functions such as multi-category cross-entropy.
• MiVOLO: Multi-input Transformer for Age and Gender Estimation
  10 Jul 2023 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Age and gender recognition in the wild is a highly challenging task: apart from the variability of conditions, pose complexities, and varying image quality, there are cases where the face is partially or completely…
• Robustness Disparities in Face Detection
  29 Nov 2022 2 repositories listed Syntology ran 1 of 5 samples · 4 unverified
  Many existing algorithmic audits examine the performance of these systems on later stage elements of facial analysis systems like facial recognition and age, emotion, or perceived gender prediction; however, a core…
• Self-Supervised Transformers for fMRI representation
  10 Dec 2021 2 repositories listed
  We present TFF, which is a Transformer framework for the analysis of functional Magnetic Resonance Imaging (fMRI) data.
• Predicting Gender by First Name Using Character-level Machine Learning
  18 Jun 2021 2 repositories listed
  Predicting gender by the first name is not a simple task.
• A Large-Scale Rich Context Query and Recommendation Dataset in Online Knowledge-Sharing
  11 Jun 2021 2 repositories listed
  To the best of our knowledge, this is the largest real-world interaction dataset for personalized recommendation.
• Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL
  28 Apr 2020 2 repositories listed
  Electrocardiography is a very common, non-invasive diagnostic procedure and its interpretation is increasingly supported by automatic interpretation algorithms.
• Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning
  10 Jun 2019 2 repositories listed
  Simultaneously running multiple modules is a key requirement for a smart multimedia system for facial applications including face recognition, facial expression understanding, and gender identification.
• Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation
  4 Mar 2024 1 repository listed
  Furthermore, we attempted various ways to fine-tune the ShareGPT4V model for this specific task, aiming to achieve state-of-the-art results in this particular challenge.
• Exploring the Impact of Training Data Distribution and Subword Tokenization on Gender Bias in Machine Translation
  21 Sep 2023 1 repository listed
  We study the effect of tokenization on gender bias in machine translation, an aspect that has been largely overlooked in previous works.
• For the Underrepresented in Gender Bias Research: Chinese Name Gender Prediction with Heterogeneous Graph Attention Network
  1 Feb 2023 1 repository listed
  We open-source a more balanced multi-character dataset from an official source together with our code, hoping to help future research promoting gender equality.
• Faithful Target Attribute Prediction in Neural Machine Translation
  24 Sep 2021 1 repository listed
  The training data used in NMT is rarely controlled with respect to specific attributes, such as word casing or gender, which can cause errors in translations.
• Generalizing MLPs With Dropouts, Batch Normalization, and Skip Connections
  18 Aug 2021 1 repository listed
  A multilayer perceptron (MLP) is typically made of multiple fully connected layers with nonlinear activation functions.
• Identity-Aware Multi-Sentence Video Description
  22 Aug 2020 1 repository listed
  This auxiliary task allows us to propose a two-stage approach to Identity-Aware Video Description.
• Mitigating Gender Bias in Captioning Systems
  15 Jun 2020 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Image captioning has made substantial progress with huge supporting image collections sourced from the web.
• Gender Prediction from Tweets: Improving Neural Representations with Hand-Crafted Features
  22 Aug 2019 1 repository listed
  Author profiling is the characterization of an author through some key attributes such as gender, age, and language.
• Celebrity Profiling
  1 Jul 2019 1 repository listed
  Celebrities are among the most prolific users of social media, promoting their personas and rallying followers.
• Bot and Gender Detection of Twitter Accounts Using Distortion and LSA
  1 Jul 2019 1 repository listed
  In this work, we present our approach for the Author Profiling task of PAN 2019.
• Bleaching Text: Abstract Features for Cross-lingual Gender Prediction
  8 May 2018 1 repository listed
  Gender prediction has typically focused on lexical and social network features, yielding good performance, but making systems highly language-, topic-, and platform-dependent.
• A Fusion-based Gender Recognition Method Using Facial Images
  17 Nov 2017 1 repository listed
  This paper proposes a fusion-based gender recognition method which uses facial images as input.
• Modeling the Temporal Nature of Human Behavior for Demographics Prediction
  20 Nov 2015 1 repository listed
  Mobile phone metadata is increasingly used for humanitarian purposes in developing countries as traditional data is scarce.

Syntology lines on 5 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.