Pith Number

pith:XTVKRKNN

pith:2025:XTVKRKNNW7TL2RTUVRW7RP7GPN

not attested not anchored not stored refs pending

When Networks Substitute for Outcome Surveillance? A Substitution-Complementarity Framework for Behavioral Signals in Predictive Monitoring

Babak Heydari, Qingtao Cao, Sepehr Ilami

arxiv:2510.20025 v2 · 2025-10-22 · physics.soc-ph · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XTVKRKNNW7TL2RTUVRW7RP7GPN}

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.

Receipt and verification

First computed	2026-06-25T00:18:11.766461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bceaa8a9adb7e6bd4674ac6df8bfe67b5f8859d10087d202707ba11ea1891a9c

Aliases

arxiv: 2510.20025 · arxiv_version: 2510.20025v2 · doi: 10.48550/arxiv.2510.20025 · pith_short_12: XTVKRKNNW7TL · pith_short_16: XTVKRKNNW7TL2RTU · pith_short_8: XTVKRKNN

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/XTVKRKNNW7TL2RTUVRW7RP7GPN \
  | 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: bceaa8a9adb7e6bd4674ac6df8bfe67b5f8859d10087d202707ba11ea1891a9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b22a9e48763e316b5826f3a68fdbb18ee6ae25485ae9d59fe0f199d1a8c956c",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "physics.soc-ph",
    "submitted_at": "2025-10-22T20:56:06Z",
    "title_canon_sha256": "5ff67d846d5cba25a35ce29b56f4b74435556b6df6a79cd515055d1bf74c6c51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.20025",
    "kind": "arxiv",
    "version": 2
  }
}