CarlWangChina/SongDriver-Real-time-Music-Accompaniment-Generation-without-Logical-Latency-nor-Exposure-Bias — GitHub trend

FINDING #1039 · UNIT ID 641466009

CarlWangChina/SongDriver-Real-time-Music-Accompaniment-Generation-without-Logical-Latency-nor-Exposure-Bias

SongDriver uses a parallel mechanism of prediction and arrangement phases to achieve zero logical latency in real-time accompaniment generation, significantly reducing exposure bias.

[ C ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0525

ENGAGEMENT0.20

FRESHNESS1.00

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

45% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

7.00

ACCEL

+4.00

RETENTION

0.0%

PEAK 2026-08-10 · FORK-RETENTION 0.0% · 21 STARS / WINDOW

Author Audience

AUDIENCE

FOLLOWERS

OWNER ★

754

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 21 / 21 (DIVERSITY 1.00)

Why This Is A Finding

CarlWangChina/SongDriver-Real-time-Music-Accompaniment-Generation-without-Logical-Latency-nor-Exposure-Bias собрал 21 звёзд за окно, тогда как у автора всего 18 подписчиков — эффективная аудитория ≈ 93. Это даёт surprise-индекс 0.0525 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 88% OF 8676 FINDINGS

#18bryanthaboi/gen1recomp[ C ]0.46 #143FareedKhan-dev/kimi-k3-in-c[ C ]0.13 #157Crementif/BotW-BetterVR[ C ]0.12 #177mito753/Kernel-Exploit-Dojo[ C ]0.11 #366ZimengXiong/TinyTouch[ C ]0.0405

METRICS IN CONTEXT

MEDIAN ACROSS ALL 8676 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 88%

VELOCITY7.005.67+1.33ABOVE 58%

RETENTION0.0%33.3%-33.3 PPABOVE 0%

FORKS5339-334ABOVE 4%

SURPRISE0.050.00+0.05ABOVE 88%