Pith Number

pith:ZIXNE4LK

pith:2025:ZIXNE4LKT7DJUWT3LVTZDKSQAC

not attested not anchored not stored refs pending

Dropout Neural Network Training Viewed from a Percolation Perspective

Finley Devlin, Jaron Sanders

arxiv:2512.13853 v2 · 2025-12-15 · cs.LG · cond-mat.stat-mech · math.PR · 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{ZIXNE4LKT7DJUWT3LVTZDKSQAC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Critical Percolation as a Synthetic Data Model for Interpretability

Receipt and verification

First computed	2026-06-19T16:09:53.147780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca2ed2716a9fc69a5a7b5d6791aa500087181b804bfd9ad57af3d9536a85639a

Aliases

arxiv: 2512.13853 · arxiv_version: 2512.13853v2 · doi: 10.48550/arxiv.2512.13853 · pith_short_12: ZIXNE4LKT7DJ · pith_short_16: ZIXNE4LKT7DJUWT3 · pith_short_8: ZIXNE4LK

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/ZIXNE4LKT7DJUWT3LVTZDKSQAC \
  | 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: ca2ed2716a9fc69a5a7b5d6791aa500087181b804bfd9ad57af3d9536a85639a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79a6579ef5c2027d9a710b11cc0dc4eff79d21b70100f8625b99abc69400d0c7",
    "cross_cats_sorted": [
      "cond-mat.stat-mech",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-15T19:39:25Z",
    "title_canon_sha256": "df1725b2919ecb2a279202e1fc246001e32973f12b454e5c1386d0eff79e1f44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.13853",
    "kind": "arxiv",
    "version": 2
  }
}