Pith Number

pith:AYUD2VTC

pith:2025:AYUD2VTCH5STSZB4TL34TQTTQB

not attested not anchored not stored refs pending

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making

Jacob Kleiman, Joseph Voyles, Kevin Frank, Sindy Campagna

arxiv:2505.13761 v2 · 2025-05-19 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AYUD2VTCH5STSZB4TL34TQTTQB}

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	2026-07-05T11:06:33.015649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06283d56623f6539643c9af7c9c2738049e743d3f66c5360347a1645b03edff7

Aliases

arxiv: 2505.13761 · arxiv_version: 2505.13761v2 · doi: 10.48550/arxiv.2505.13761 · pith_short_12: AYUD2VTCH5ST · pith_short_16: AYUD2VTCH5STSZB4 · pith_short_8: AYUD2VTC

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/AYUD2VTCH5STSZB4TL34TQTTQB \
  | 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: 06283d56623f6539643c9af7c9c2738049e743d3f66c5360347a1645b03edff7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65321c85426c7676b1ad69b7de765a5ec0f67235e24f72bafcec54f3f3088811",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-19T22:27:18Z",
    "title_canon_sha256": "faebbc122349cebd8ddff4ed5926967066d17f5397f787402a056449dd1c9682"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.13761",
    "kind": "arxiv",
    "version": 2
  }
}