Pith Number

pith:CBR2F3ZW

pith:2025:CBR2F3ZW4Q6WANEAW5ZEXUXMA5

not attested not anchored not stored refs pending

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework

Bo An, Cheng Deng, Haifeng Zhang, Jun Wang, Mengyue Yang, Qirui Mi, Xiangning Yu, Xu Chen, Zhiyu Zhao

arxiv:2504.21582 v3 · 2025-04-30 · cs.MA · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CBR2F3ZW4Q6WANEAW5ZEXUXMA5}

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

3 papers in Pith

EASE Configuration Facilitates A Reproducible Science of LLM Social Simulations

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits

IntervenSim: Intervention-Aware Social Network Simulation for Opinion Dynamics

Receipt and verification

First computed	2026-07-05T11:34:50.783137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1063a2ef36e43d603480b7724bd2ec0779d6153b6547dd05d4059710ca6036aa

Aliases

arxiv: 2504.21582 · arxiv_version: 2504.21582v3 · doi: 10.48550/arxiv.2504.21582 · pith_short_12: CBR2F3ZW4Q6W · pith_short_16: CBR2F3ZW4Q6WANEA · pith_short_8: CBR2F3ZW

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/CBR2F3ZW4Q6WANEAW5ZEXUXMA5 \
  | 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: 1063a2ef36e43d603480b7724bd2ec0779d6153b6547dd05d4059710ca6036aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60d628ed06365d24cb420175ffc8e4adf08a76ba351184c3b43eb18ed25015c0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-04-30T12:41:51Z",
    "title_canon_sha256": "2236b9fdd4342b5dfbd8bcbdbd81165d650619a0a9dbd32d6053e36233fbce9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.21582",
    "kind": "arxiv",
    "version": 3
  }
}