Pith Number

pith:5VSN5W4O

pith:2019:5VSN5W4OIGBK2WXNWWYWBNZVPM

not attested not anchored not stored refs pending

Beyond DAGs: Modeling Causal Feedback with Fuzzy Cognitive Maps

Bart Kosko, Osonde Osoba

arxiv:1906.11247 v2 · 2019-06-26 · cs.AI · cs.LG · 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{5VSN5W4OIGBK2WXNWWYWBNZVPM}

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

Agentic Chunking and Bayesian De-chunking of AI Generated Fuzzy Cognitive Maps: A Model of the Thucydides Trap

Receipt and verification

First computed	2026-05-17T23:41:41.668656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed64dedb8e4182ad5aedb5b160b7357b30cacf7d5319657d6546ef93fb2a5a35

Aliases

arxiv: 1906.11247 · arxiv_version: 1906.11247v2 · doi: 10.48550/arxiv.1906.11247 · pith_short_12: 5VSN5W4OIGBK · pith_short_16: 5VSN5W4OIGBK2WXN · pith_short_8: 5VSN5W4O

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/5VSN5W4OIGBK2WXNWWYWBNZVPM \
  | 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: ed64dedb8e4182ad5aedb5b160b7357b30cacf7d5319657d6546ef93fb2a5a35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e0ea7fe3ee67eecda6bb82368d2cd561f876fa49fe3302df4d0819c430192df",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-06-26T16:27:01Z",
    "title_canon_sha256": "98bee2167d057e30b31b899adfe60c920df2169a22fd66b9428ce37d1e814b65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.11247",
    "kind": "arxiv",
    "version": 2
  }
}