Pith Number

pith:PDMAGRZD

pith:2024:PDMAGRZDYOZSOHXWM3SFSOQ67U

not attested not anchored not stored refs pending

Reinforced Prompt Personalization for Recommendation with Large Language Models

Chongming Gao, Jiancan Wu, Weijian Chen, Wenyu Mao, Xiangnan He, Xiang Wang

arxiv:2407.17115 v2 · 2024-07-24 · 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{PDMAGRZDYOZSOHXWM3SFSOQ67U}

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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

Dynamic Context-Aware Prompt Recommendation for Domain-Specific AI Applications

Receipt and verification

First computed	2026-07-05T10:08:53.135817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78d8034723c3b3271ef666e4593a1efd3f4ab51aba30e00e3a4b3c6d33a895e6

Aliases

arxiv: 2407.17115 · arxiv_version: 2407.17115v2 · doi: 10.48550/arxiv.2407.17115 · pith_short_12: PDMAGRZDYOZS · pith_short_16: PDMAGRZDYOZSOHXW · pith_short_8: PDMAGRZD

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/PDMAGRZDYOZSOHXWM3SFSOQ67U \
  | 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: 78d8034723c3b3271ef666e4593a1efd3f4ab51aba30e00e3a4b3c6d33a895e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2924b880d969f0480650a8ef754802b2f9fb8ee7134733e790c44fbc59e110be",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-07-24T09:24:49Z",
    "title_canon_sha256": "420ae42544fb24aaf3dfa29af322a81862155d99aef6a60bbed400ec3b673c05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17115",
    "kind": "arxiv",
    "version": 2
  }
}