Pith Number

pith:HOGM52VB

pith:2024:HOGM52VBI5XHW7MC7D3I7MADC5

not attested not anchored not stored refs pending

Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning

Han Liu, Jingang Wang, Kaize Ding, Kyumin Lee, Yichuan Li, Zhengyu Chen, Zhengyu Hu

arxiv:2410.07074 v3 · 2024-10-09 · cs.LG

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\usepackage{pith}
\pithnumber{HOGM52VBI5XHW7MC7D3I7MADC5}

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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

2 papers in Pith

Formalizing and Mitigating Structural Distortion in LLM Attention for Graph Reasoning

Graph-Based Alternatives to LLMs for Human Simulation

Receipt and verification

First computed	2026-07-05T11:00:00.942358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b8cceeaa1476e7b7d82f8f68fb0031768b4f97f14ec6dd8cf39d8c2f4cf5b8d

Aliases

arxiv: 2410.07074 · arxiv_version: 2410.07074v3 · doi: 10.48550/arxiv.2410.07074 · pith_short_12: HOGM52VBI5XH · pith_short_16: HOGM52VBI5XHW7MC · pith_short_8: HOGM52VB

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/HOGM52VBI5XHW7MC7D3I7MADC5 \
  | 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: 3b8cceeaa1476e7b7d82f8f68fb0031768b4f97f14ec6dd8cf39d8c2f4cf5b8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f41bed8b942f7e070b36743e777a3d939c03f79fa4657ee3c13bdd05382b4c7e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-09T17:19:12Z",
    "title_canon_sha256": "536353a34bb8e1d370461c751d48aace8f8f7154161f2a0b1db1ecd8aadf045d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07074",
    "kind": "arxiv",
    "version": 3
  }
}