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Pith Number

pith:XPTSCG2X

pith:2024:XPTSCG2XHILKXJKAOP6O673CGO
not attested not anchored not stored refs pending

Large Language Model Enhanced Recommender Systems: A Survey

Chong Chen, Feng Tian, Maolin Wang, Pengyue Jia, Qidong Liu, Wei Huang, Xiang Li, Xiangyu Zhao, Yejing Wang, Yuhao Wang, Yuqi Sun, Zijian Zhang

arxiv:2412.13432 v3 · 2024-12-18 · 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{XPTSCG2XHILKXJKAOP6O673CGO}

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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

6 papers in Pith

LLM-EDT: Large Language Model Enhanced Cross-domain Sequential Recommendation with Dual-phase Training
SemaCDR: LLM-Powered Transferable Semantics for Cross-Domain Sequential Recommendation
SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation
MATRAG: Multi-Agent Transparent Retrieval-Augmented Generation for Explainable Recommendations
How Personal Characteristics Shape User Exploration of Diverse Movie Recommendations with a LLM-Based Multi-Agent System
Receipt and verification
First computed 2026-07-05T10:27:22.117681Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bbe7211b573a16aba54073fcef7f62338f03d765c0613d8882e836e880c5310c

Aliases

arxiv: 2412.13432 · arxiv_version: 2412.13432v3 · doi: 10.48550/arxiv.2412.13432 · pith_short_12: XPTSCG2XHILK · pith_short_16: XPTSCG2XHILKXJKA · pith_short_8: XPTSCG2X
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/XPTSCG2XHILKXJKAOP6O673CGO \
  | 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: bbe7211b573a16aba54073fcef7f62338f03d765c0613d8882e836e880c5310c
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "d55466226dd947c2189537e63648fdef36694f2440d48f3b7768ef4d1f8af9af",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-18T02:07:21Z",
    "title_canon_sha256": "bffd35ac8cd9625e581a20bef15d60482e531ab1da15a924cb3bcadde35368bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13432",
    "kind": "arxiv",
    "version": 3
  }
}