Pith Number

pith:BKOAETYL

pith:2024:BKOAETYLFUP5GH6BT2EOBW573O

not attested not anchored not stored refs pending

LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations

Hao Liu, Liangjie Hong, Liang Wu, Xinyuan Wang, Yanjie Fu

arxiv:2402.09617 v2 · 2024-02-14 · cs.AI · 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{BKOAETYLFUP5GH6BT2EOBW573O}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Can Explanations Improve Recommendations? Evidence from Prediction-Informed Explanations

Efficient LLM-based Advertising via Model Compression and Parallel Verification

Receipt and verification

First computed	2026-07-05T11:38:22.660615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a9c024f0b2d1fd31fc19e88e0dbbfdb9a65585ebf59d8d78bab917c2748e358

Aliases

arxiv: 2402.09617 · arxiv_version: 2402.09617v2 · doi: 10.48550/arxiv.2402.09617 · pith_short_12: BKOAETYLFUP5 · pith_short_16: BKOAETYLFUP5GH6B · pith_short_8: BKOAETYL

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/BKOAETYLFUP5GH6BT2EOBW573O \
  | 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: 0a9c024f0b2d1fd31fc19e88e0dbbfdb9a65585ebf59d8d78bab917c2748e358

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbf8c79794be4160bf721d3fd65cb278d8fb26981f5d89ed55b26f63c2414bf5",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-14T23:12:09Z",
    "title_canon_sha256": "b057452a4bcb934ee01f64f6bd6dee5e3628a1fbb244871a90147c1dbb0d7df8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09617",
    "kind": "arxiv",
    "version": 2
  }
}