Methods › General › Variational Optimization › GECO

Generalized ELBO with Constrained Optimization

GECO

14 papers tagged archive 2025-07-28

Introduced by Danilo Jimenez Rezende et al. in Taming VAEs

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

The archive carries no description for this method.

PaperSource

Papers archive 2025-07-28

14 shown of 14, 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

20 shown of 35 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
Representation Learning4
Image Generation2
Object2
Reinforcement Learning2
Scene Generation2
Unsupervised Image Segmentation2
Unsupervised Object Segmentation2
3D Generation1
Benchmarking1
Clustering1
Contrastive Learning1
Dataset Generation1
Decision Making1
Exemplar-Free Counting1
Explainable Artificial Intelligence (XAI)1
Explainable artificial intelligence1
Few-shot Object Counting and Detection1
GPU1
Gender Classification1
Graph Classification1

Usage over time archive 2025-07-28

Papers per year tagged with GECO: 2018 to 2024, peak 6 6 0 2018: 1 paper 2018 2019: 1 paper 2019 2020: 1 paper 2020 2021: 3 papers 2021 2022: 0 papers 2022 2023: 2 papers 2023 2024: 6 papers 2024
Papers per year the archive tags with this method, by the paper's archive date (14 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

Variational Optimization

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