Pith Number

pith:RWRH3AGX

pith:2024:RWRH3AGXEZTWG7IBLDI6RCIVNB

not attested not anchored not stored refs pending

Comprehending Knowledge Graphs with Large Language Models for Recommender Systems

Chen Ma, Dugang Liu, Fuyuan Lyu, Xing Tang, Xiuqiang He, Yunpeng Weng, Ziqiang Cui

arxiv:2410.12229 v3 · 2024-10-16 · cs.IR · 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{RWRH3AGXEZTWG7IBLDI6RCIVNB}

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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

Graph Foundation Models for Recommendation: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T10:50:31.175709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8da27d80d72667637d0158d1e8891568437eb1ab159b2ad49688daa6351ed656

Aliases

arxiv: 2410.12229 · arxiv_version: 2410.12229v3 · doi: 10.48550/arxiv.2410.12229 · pith_short_12: RWRH3AGXEZTW · pith_short_16: RWRH3AGXEZTWG7IB · pith_short_8: RWRH3AGX

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/RWRH3AGXEZTWG7IBLDI6RCIVNB \
  | 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: 8da27d80d72667637d0158d1e8891568437eb1ab159b2ad49688daa6351ed656

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79f9d4832e03568ec0942d9555ef9a49a5d0df0541a45f93c9cd2441d7e65f53",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-10-16T04:44:34Z",
    "title_canon_sha256": "026f4ffe38e8a2d3579a2fe01115c47fdbee8540549cfc1e8920ce9f951ff9b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12229",
    "kind": "arxiv",
    "version": 3
  }
}