Pith Number

pith:Z3ZEWN7K

pith:2024:Z3ZEWN7K3MHQDSEEPKJL5PS26L

not attested not anchored not stored refs pending

Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation

John A. Onofrey, Lawrence H. Staib, Ravid Shwartz-Ziv, Tal Zeevi, Yann LeCun

arxiv:2412.07169 v4 · 2024-12-10 · cs.LG · cs.CV · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z3ZEWN7K3MHQDSEEPKJL5PS26L}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Monte Carlo Stochastic Depth for Uncertainty Estimation in Deep Learning

Receipt and verification

First computed	2026-07-05T11:15:18.662804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cef24b37eadb0f01c8847a92bebe5af2c3a0f5767c83aec2d26a11e592988050

Aliases

arxiv: 2412.07169 · arxiv_version: 2412.07169v4 · doi: 10.48550/arxiv.2412.07169 · pith_short_12: Z3ZEWN7K3MHQ · pith_short_16: Z3ZEWN7K3MHQDSEE · pith_short_8: Z3ZEWN7K

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z3ZEWN7K3MHQDSEEPKJL5PS26L \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: cef24b37eadb0f01c8847a92bebe5af2c3a0f5767c83aec2d26a11e592988050

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d2a522bed09b73b5d746c69613bb3c01c0278e67127f77236c7dac9ab3e3b46",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T04:03:46Z",
    "title_canon_sha256": "73b7477064df1abdf759f9cab2871967177a571d5df556aaa4b732cda01925f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07169",
    "kind": "arxiv",
    "version": 4
  }
}