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aientity · one source so far

muon

for ml engineers

Steadyarxiv
Signal score
8
as of 14d ago
Live items
1
Trajectory
Too early
needs a few more snapshots

Why this scored 8

every term, weighted
Velocity+0.0 / 40

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

Acceleration+9.9 / 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+0.0 / 10

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

Saturation penalty1.8 / 30

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

Composite8.1

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

Signal history

7-day window (free)
Not enough history yet — the trend line fills in as snapshots accrue (every 30 min).

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
    19

    Spectral Allocation: Why Muon Outperforms Adam, and How to Improve Muon

    Muon optimizer shows better convergence than Adam, suggesting a switch for faster model training. · for ml engineers

    arxivSteadyai15d ago
  2. 2
    9

    Muon Meets Mamba: Spectral Optimization for State Space Models

    Spectral optimization method · for researchers

    arxivSteadyscience37d ago
  3. 3
    7

    When Does Muon Help Agentic Reinforcement Learning?

    Muon helps reinforcement learning · for ai researchers

    arxivSteadyai53d ago
  4. 4
    7

    Sign compression for Muon: SignMuon, MuonSign, and the Limits of Error Feedback

    Sign compression for muon · for hardware engineers

    arxivSteadyhardware39d ago