Pith Number

pith:2XUHUTO6

pith:2023:2XUHUTO6GKM3BIVC66PTTIOVJM

not attested not anchored not stored refs pending

A Versatile Graph Learning Approach through LLM-based Agent

Huan Zhao, Lanning Wei, Quanming Yao, Xiaohan Zheng, Zhiqiang He

arxiv:2309.04565 v2 · 2023-09-08 · cs.LG · 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{2XUHUTO6GKM3BIVC66PTTIOVJM}

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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

Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data

Receipt and verification

First computed	2026-07-05T09:01:25.537408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5e87a4dde3299b0a2a2f79f39a1d54b2bcaae54276604d3539670de8a67771e

Aliases

arxiv: 2309.04565 · arxiv_version: 2309.04565v2 · doi: 10.48550/arxiv.2309.04565 · pith_short_12: 2XUHUTO6GKM3 · pith_short_16: 2XUHUTO6GKM3BIVC · pith_short_8: 2XUHUTO6

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/2XUHUTO6GKM3BIVC66PTTIOVJM \
  | 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: d5e87a4dde3299b0a2a2f79f39a1d54b2bcaae54276604d3539670de8a67771e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0f72edb3072151da320aa94841cb5d214bc2570092242fd09e62b3a2eb4a437",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-08T19:34:29Z",
    "title_canon_sha256": "5148f4652520d0ec3020bc1089962b726ac257773b76eaff41b35486027acbe7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.04565",
    "kind": "arxiv",
    "version": 2
  }
}