FINDING #4520 · UNIT ID 1157468068
MilkClouds/awesome-vla-study
A structured reading list on Vision-Language-Action (VLA) models — from diffusion/flow matching foundations through state-of-the-art robot foundation model architectures to data scaling, RL fine-tuning, and world models. Papers in reading order.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
3% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · S10
Growth Telemetry
VELOCITY /D
2.67
ACCEL
-1.50
RETENTION
50.0%
PEAK 2026-07-13 · FORK-RETENTION 0.0% · 8 STARS / WINDOW
Author Audience
AUDIENCE
116
FOLLOWERS
72
OWNER ★
438
Engagement Signals
FORKS
23
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 8 / 8 (DIVERSITY 1.00)
Why This Is A Finding
MilkClouds/awesome-vla-study собрал 8 звёзд за окно, тогда как у автора всего 72 подписчиков — эффективная аудитория ≈ 116. Это даёт surprise-индекс 0.0171 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 10% OF 5024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 10%
VELOCITY2.676.67-4.00ABOVE 0%
RETENTION50.0%46.5%+3.5 PPABOVE 51%
FORKS23116-93ABOVE 16%
SURPRISE0.020.01+0.00ABOVE 55%