Pith Number

pith:IPH33B5F

pith:2024:IPH33B5F2DKXPDBLPPKC3PHFAA

not attested not anchored not stored refs pending

MaCTG: Multi-Agent Collaborative Thought Graph for Automatic Programming

Cheng-Hao Cai, Jing Sun, Jin Song Dong, Miao Qiao, Zhe Hou, Zhiyuan Wei, Zixiao Zhao

arxiv:2410.19245 v2 · 2024-10-25 · cs.SE · cs.CV · 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{IPH33B5F2DKXPDBLPPKC3PHFAA}

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

1 paper in Pith

Learning to Evolve: A Self-Improving Framework for Multi-Agent Systems via Textual Parameter Graph Optimization

Receipt and verification

First computed	2026-07-05T10:51:27.371713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43cfbd87a5d0d5778c2b7bd42dbce500035b65a44521521ffa37378e4bc5f70d

Aliases

arxiv: 2410.19245 · arxiv_version: 2410.19245v2 · doi: 10.48550/arxiv.2410.19245 · pith_short_12: IPH33B5F2DKX · pith_short_16: IPH33B5F2DKXPDBL · pith_short_8: IPH33B5F

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/IPH33B5F2DKXPDBLPPKC3PHFAA \
  | 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: 43cfbd87a5d0d5778c2b7bd42dbce500035b65a44521521ffa37378e4bc5f70d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5dc08546bc44a5292f5f48f51c6ae5787a42cc6180eb53dbfdc6daac3c09d7d",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-10-25T01:52:15Z",
    "title_canon_sha256": "cf2a6816442ee1f7191a25494da48ec4670e8d4f0452929ffc5ba202f4ae7f03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19245",
    "kind": "arxiv",
    "version": 2
  }
}