Pith Number

pith:EDZWP5VN

pith:2025:EDZWP5VNCS2VIK6LQIPG7EUJZU

not attested not anchored not stored refs pending

Large Language Models for Agent-Based Modelling: Current and possible uses across the modelling cycle

Christopher Frantz, Denisa Reshef Kera, Franti\v{s}ek Kalvas, Kavin Narasimhan, Lo\"is Vanh\'ee, Martin Neumann, Melania Borit, \"Onder G\"urcan, Peer-Olaf Siebers, Roger Cremades, Vivek Nallur

arxiv:2507.05723 v1 · 2025-07-08 · cs.MA

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

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\usepackage{pith}
\pithnumber{EDZWP5VNCS2VIK6LQIPG7EUJZU}

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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

3 papers in Pith

A Large Language Model-Driven Agent-Based Modeling Framework with Multi-Round Communication for Simulating Vaccine Opinion Dynamics

Mechanism Plausibility in Generative Agent-Based Modeling

Receipt and verification

First computed	2026-07-05T11:33:35.330908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20f367f6ad14b5542bcb821e6f9289cd06fda2c10fc442468488379e0bd81521

Aliases

arxiv: 2507.05723 · arxiv_version: 2507.05723v1 · doi: 10.48550/arxiv.2507.05723 · pith_short_12: EDZWP5VNCS2V · pith_short_16: EDZWP5VNCS2VIK6L · pith_short_8: EDZWP5VN

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/EDZWP5VNCS2VIK6LQIPG7EUJZU \
  | 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: 20f367f6ad14b5542bcb821e6f9289cd06fda2c10fc442468488379e0bd81521

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ad9466feb99fc950c5868b830890c89bd36cdd7e35f9f721ba3bb01e8e2c684",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-07-08T07:17:24Z",
    "title_canon_sha256": "d59ef0c97284da0988ca55059c90d1f0510f44e93a9605bbeba46519afa50fd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05723",
    "kind": "arxiv",
    "version": 1
  }
}