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Tier-Flow/LoopVL

Language modelsPython
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About the project

LoopVL is a vision-language model that reuses Transformer modules across recurrent computation (L→L→L→H schedule, 128 effective layer applications per forward pass). The repo provides inference code, evaluation on 16 benchmarks, and experiments on visual attention.

Useful for
  • Ask a question about an image via runtime/infer.py with a token budget
  • Run the 16-dataset benchmark suite (MMStar, POPE, etc.) on one or more GPUs
  • Reproduce paper experiments: attention plots and hidden-state dynamics

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

3.3 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 5, 2026, 11:14 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

03060September 27, 2026October 5, 2026

Bars show daily stars; the line is a moving average of the available history. Short histories do not yet establish a reliable usual pace. Red marks spike days.

Why it’s trending

  • There are not enough fresh counter measurements for today's UTC day. The gain is unknown.
  • The repository is 4 days old and already has 93 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #139.

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What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
93
Today
Not enough measurements today
Forks
1
Issues and pull requests
1
Watchers
2
Language
Python
License
Apache-2.0
Latest release
benchmark-assets-v1 · October 1, 2026
Created
October 1, 2026
Last push
October 1, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in
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Paste it into your README — the badge shows the current magnitude and links to this page.

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