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aientity · one source so far

visionhope

for ml engineers, computer vision researchers

Steadyhuggingface
Signal score
16
Live items
1
Trajectory
↓ Cooling
7-day est. ~2

Why this scored 16

every term, weighted
Velocity+0.0 / 40

Its fastest-moving item, measured against the pace of its own source

Acceleration+11.7 / 25

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25

How many independent communities its own items come from

Recency+7.8 / 10

Decays to zero over 14 days, counted from when we first saw it

Saturation penalty−3.7 / 30

Subtracted once something is big and old — sized by its biggest item, aged from when we first saw it

Composite15.9

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On an entity's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~2

range 0–14

14-day

~0

range 0–14

30-day

~0

range 0–19

Signal history

7-day window (free)
269

projected trajectory (estimate, not a guarantee)

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 1
    24

    VisionHOPE — Official PyTorch implementation of VisionHOPE: Visual Backbones as Self-Modifying Learning Systems.

    VisionHOPE backbone now available as a PyTorch implementation for image classification tasks. · for ml engineers, computer vision researchers

    githubSteady 2 · visionhopeai−7 saturated3h ago
  2. 2
    13

    PSRben/VisionHOPE (image-classification)

    VisionHOPE offers ready-to-use PyTorch models for image classification tasks. · for ml engineers, computer vision researchers

    huggingfaceSteadyai−5 saturated3d ago