Pith Number

pith:JKL3JYFN

pith:2024:JKL3JYFNJYUPZPFLAUJUKL762V

not attested not anchored not stored refs pending

Language Agents as Optimizable Graphs

Dmitrii Khizbullin, Francesco Faccio, J\"urgen Schmidhuber, Louis Kirsch, Mingchen Zhuge, Wenyi Wang

arxiv:2402.16823 v3 · 2024-02-26 · cs.AI · cs.CL · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JKL3JYFNJYUPZPFLAUJUKL762V}

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

13 papers in Pith

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AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation

A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Receipt and verification

First computed	2026-07-05T08:57:55.089153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a97b4e0ad4e28fcbcab0513452ffed55c4b93a1c40f8d4dff43c8c04862ed00

Aliases

arxiv: 2402.16823 · arxiv_version: 2402.16823v3 · doi: 10.48550/arxiv.2402.16823 · pith_short_12: JKL3JYFNJYUP · pith_short_16: JKL3JYFNJYUPZPFL · pith_short_8: JKL3JYFN

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/JKL3JYFNJYUPZPFLAUJUKL762V \
  | 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: 4a97b4e0ad4e28fcbcab0513452ffed55c4b93a1c40f8d4dff43c8c04862ed00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86291045ee1344db338f9cbed50c054f29ff5bfdf459398e11d2953ff4eeda8f",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-26T18:48:27Z",
    "title_canon_sha256": "8e4e27966f221c8667122fba7282bc48e45a4506584aeff1fa5b6f28650ab71d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16823",
    "kind": "arxiv",
    "version": 3
  }
}