Pith Number

pith:R3GOEXYP

pith:2024:R3GOEXYPJ2T6I3F6DX3XJG3JQ7

not attested not anchored not stored refs pending

LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation

Keigo Sakurai, Miki Haseyama, Ren Togo, Takahiro Ogawa

arxiv:2412.12464 v1 · 2024-12-17 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R3GOEXYPJ2T6I3F6DX3XJG3JQ7}

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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	2026-07-05T09:50:15.289445Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ecce25f0f4ea7e46cbe1df7749b6987fdba96a315eba62c4ac2a559a1d4faed

Aliases

arxiv: 2412.12464 · arxiv_version: 2412.12464v1 · doi: 10.48550/arxiv.2412.12464 · pith_short_12: R3GOEXYPJ2T6 · pith_short_16: R3GOEXYPJ2T6I3F6 · pith_short_8: R3GOEXYP

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/R3GOEXYPJ2T6I3F6DX3XJG3JQ7 \
  | 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: 8ecce25f0f4ea7e46cbe1df7749b6987fdba96a315eba62c4ac2a559a1d4faed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0a8127c0abae53abc979829206af3408e4c00664d6935cb233fd57f16d845f0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-17T01:52:15Z",
    "title_canon_sha256": "8287a33a80c74aa1f9aaacd1077223b7acecd4f78c02b2e88136f4ed7db5fcc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12464",
    "kind": "arxiv",
    "version": 1
  }
}