Pith Number

pith:CHLMVTQM

pith:2025:CHLMVTQMGLPLZG43JL4JKOZXGP

not attested not anchored not stored refs pending

Simulating multiple human perspectives in socio-ecological systems using large language models

Calum Brown, Ioannis Kyriakou, Mark Rounsevell, Ronja Hotz, Yongchao Zeng

arxiv:2507.17680 v1 · 2025-07-23 · cs.AI · 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{CHLMVTQMGLPLZG43JL4JKOZXGP}

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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

Empirical behavioural heterogeneity shapes the dynamics of an agent-based land use model

Receipt and verification

First computed	2026-07-05T11:42:11.631187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11d6cace0c32debc9b9b4af8953b3733d9adfa75ec50eb1c09e574e6a9d643e0

Aliases

arxiv: 2507.17680 · arxiv_version: 2507.17680v1 · doi: 10.48550/arxiv.2507.17680 · pith_short_12: CHLMVTQMGLPL · pith_short_16: CHLMVTQMGLPLZG43 · pith_short_8: CHLMVTQM

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/CHLMVTQMGLPLZG43JL4JKOZXGP \
  | 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: 11d6cace0c32debc9b9b4af8953b3733d9adfa75ec50eb1c09e574e6a9d643e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67904fa7f0e656eb63ef1ea9903e784a1e7bfdf313d32e4148f8c693aa77b721",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-23T16:42:51Z",
    "title_canon_sha256": "80fcbf9de8dab4bada3c769a119348e21be712bc6850289a6213d750d6da049e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17680",
    "kind": "arxiv",
    "version": 1
  }
}