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Factor Graph Attention

FGA

9 papers tagged archive 2025-07-28

Introduced by Idan Schwartz et al. in Factor Graph Attention

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

A general multimodal attention unit for any number of modalities. Graphical models inspire it, i.e., it infers several attention beliefs via aggregated interaction messages.

PaperSourceSee Code · idansc/fga

Papers archive 2025-07-28

9 shown of 9, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

17 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Question Answering2
Visual Question Answering2
Visual Question Answering (VQA)2
Crowd Counting1
Data Augmentation1
Dialogue State Tracking1
Facial Expression Recognition1
Facial Expression Recognition (FER)1
Graph Attention1
Image Dehazing1
Model Selection1
Prediction1
Scene-Aware Dialogue1
Single Image Dehazing1
Visual Dialog1
Vocal Bursts Intensity Prediction1
multimodal interaction1

Usage over time archive 2025-07-28

Papers per year tagged with FGA: 2017 to 2025, peak 3 3 0 2017: 1 paper 2017 2018: 0 papers 2018 2019: 3 papers 2019 2020: 0 papers 2020 2021: 0 papers 2021 2022: 1 paper 2022 2023: 1 paper 2023 2024: 2 papers 2024 2025: 1 paper 2025
Papers per year the archive tags with this method, by the paper's archive date (9 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Attention

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