Pith Number

pith:JLGFUQ6B

pith:2024:JLGFUQ6BCE5FMJGTQNME2HPFFW

not attested not anchored not stored refs pending

LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parametrization in Digital Twins

Daniel Dittler, Haonan Chen, Michael Weyrich, Nasser Jazdi, Yuchen Xia

arxiv:2405.18092 v2 · 2024-05-28 · cs.AI · cs.ET · cs.MA · cs.RO · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JLGFUQ6BCE5FMJGTQNME2HPFFW}

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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

Foundation-Model-Based Agents in Industrial Automation: Purposes, Capabilities, and Open Challenges

Receipt and verification

First computed	2026-07-05T08:46:55.140620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4acc5a43c1113a5624d383584d1de52d97b4d0c73601471af69efec91b7c5841

Aliases

arxiv: 2405.18092 · arxiv_version: 2405.18092v2 · doi: 10.48550/arxiv.2405.18092 · pith_short_12: JLGFUQ6BCE5F · pith_short_16: JLGFUQ6BCE5FMJGT · pith_short_8: JLGFUQ6B

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/JLGFUQ6BCE5FMJGTQNME2HPFFW \
  | 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: 4acc5a43c1113a5624d383584d1de52d97b4d0c73601471af69efec91b7c5841

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66ebc5c44cd435137ebf43b3dcb933d448d4d4b1c63e91acf006775f6d7cfaac",
    "cross_cats_sorted": [
      "cs.ET",
      "cs.MA",
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-28T11:59:40Z",
    "title_canon_sha256": "0dc694d8ad807351a38de8f3261c2fd43dfa307652d22f4e4832ad8becd244f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.18092",
    "kind": "arxiv",
    "version": 2
  }
}