Pith Number

pith:JT2N6ZND

pith:2023:JT2N6ZNDUHVFOPWXUYYLFUI46Q

not attested not anchored not stored refs pending

Adapting Large Language Models by Integrating Collaborative Semantics for Recommendation

Bowen Zheng, Hongyu Lu, Ji-Rong Wen, Ming Chen, Wayne Xin Zhao, Yu Chen, Yupeng Hou

arxiv:2311.09049 v4 · 2023-11-15 · 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{JT2N6ZNDUHVFOPWXUYYLFUI46Q}

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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

3 papers in Pith

VirtualMLE: A Virtual ML Engineer that Optimizes Sequential Recommenders

LLMs Need Encoders for Semantic IDs Too

MVIGER: Multi-View Variational Integration of Complementary Knowledge for Generative Recommender

Receipt and verification

First computed	2026-07-05T08:09:46.007732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4cf4df65a3a1ea573ed7a630b2d11cf41b24c0bf7baaf92092b4baf6726323a1

Aliases

arxiv: 2311.09049 · arxiv_version: 2311.09049v4 · doi: 10.48550/arxiv.2311.09049 · pith_short_12: JT2N6ZNDUHVF · pith_short_16: JT2N6ZNDUHVFOPWX · pith_short_8: JT2N6ZND

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/JT2N6ZNDUHVFOPWXUYYLFUI46Q \
  | 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: 4cf4df65a3a1ea573ed7a630b2d11cf41b24c0bf7baaf92092b4baf6726323a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c8214b94a1cc47f49e35acc23c29732671d3a7d07b8870a742391360ae14e85",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-11-15T15:39:33Z",
    "title_canon_sha256": "11987e1315b4ab14c3befc7655fba49d0dce1b7e29a1127e552655fe0ed9c9f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09049",
    "kind": "arxiv",
    "version": 4
  }
}