GitNova

GitHub seismograph — discoveries and growing interest

Zihan-Su/Self_Gradient_Forcing_Plus

Generative mediaPython
Total stars
120
Today · UTC
+0since 14:13 UTC
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Autoregressive video generation with decoupled context-writing and denoising parameters, enabling up to 24-hour generation from 5s training windows.

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About the project

An autoregressive video generation method that decouples context-writing and denoising parameters, enabling rollouts of up to 24 hours from only 5-second training windows.

Useful for
  • Generate a long video from a text prompt via the infer_sgf_plus.sh script
  • Run interactive generation with live prompt updates through Reactor Runtime
  • Reproduce the gradient-conflict phenomenon on SGF and teacher-forcing checkpoints

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

1.6 Cooling Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 12, 2026, 16:51 UTC.

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

Stars per day

02040October 7, 2026October 12, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-10-12 (UTC), 14:13–16:45: 120 → 120 stars (+0). This is the change over that interval.
  • Estimated end-of-day forecast: about +1 stars, using observed gains and the previous day.
  • The repository is 5 days old and already has 120 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #173.

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 5, 2026
—
October 6, 2026
—
October 7, 2026
36
October 8, 2026
20
October 9, 2026
29
October 10, 2026
10
October 11, 2026
16

Largest measured day in the last 30 days: 36 · October 7, 2026. Days with data: 5.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 12, 2026, 16:51 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

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
120
Today
+0 stars measured 2026-10-12, 14:13–16:45 UTC, ≈ 1 by evening
Forks
8
Issues and pull requests
3
Watchers
7
Language
Python
License
Apache-2.0
Created
October 7, 2026
Last push
October 12, 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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