# ngocdaobao/A-Survey-on-Looped-Transformers

> A survey of research on looped transformers — recurrent-depth architectures for language models. It organizes approaches by loop topology, loop-count policy, weight sharing and memory strategy.

- Magnitude: 0.0 out of 10 — Quiet
- Stars: 105 total · +0 stars on 2026-09-25 (UTC)
- Star trust: star growth looks organic
- Category: Language models · Created: 2026-09-09 · Last push: 2026-09-10
- GitHub: https://github.com/ngocdaobao/A-Survey-on-Looped-Transformers · Page: https://gitnova.dev/en/r/ngocdaobao/A-Survey-on-Looped-Transformers

## Useful for

- Find papers on a specific loop topology such as sandwich or hierarchical
- Compare weight-sharing and training recipes for looped models before picking an architecture
- Build a bibliography on recurrent-depth LLMs for a review or thesis

## Why it’s here

- The repository is 16 days old and already has 105 stars.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 1
- Issues and pull requests: 0
- Watchers: 0
- Average over the last week: 0 per day
- Usual pace: 5 per day

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-30 … 2026-10-29: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 13 days

09-13 0.4, 09-14 0.6, 09-15 0.0, 09-16 0.3, 09-17 0.0, 09-18 0.0, 09-19 0.5, 09-20 0.0, 09-21 0.0, 09-22 0.0, 09-23 0.0, 09-24 0.0, 09-25 0.0

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-09-25 23:47 UTC, updated every 30 minutes.