Pith Number

pith:ASCLPXVT

pith:2025:ASCLPXVTPRZIFD4I3LGC7RFAUP

not attested not anchored not stored refs pending

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing

Haoyang Feng, Yanjun Dai, Yuan Gao

arxiv:2506.06316 v1 · 2025-05-27 · 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{ASCLPXVTPRZIFD4I3LGC7RFAUP}

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

1 paper in Pith

A Multimodal RAG Framework for Housing Damage Assessment: Collaborative Optimization of Image Encoding and Policy Vector Retrieval

Receipt and verification

First computed	2026-07-05T11:17:47.922335Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0484b7deb37c72828f88dacc2fc4a0a3c8f97cb4abe8c9a96ce910701ba5af3b

Aliases

arxiv: 2506.06316 · arxiv_version: 2506.06316v1 · doi: 10.48550/arxiv.2506.06316 · pith_short_12: ASCLPXVTPRZI · pith_short_16: ASCLPXVTPRZIFD4I · pith_short_8: ASCLPXVT

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/ASCLPXVTPRZIFD4I3LGC7RFAUP \
  | 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: 0484b7deb37c72828f88dacc2fc4a0a3c8f97cb4abe8c9a96ce910701ba5af3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f44991365b1ec5ac5d01c87a70f114d8cc6bf8f49b30bda98c4d1328ed226163",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-05-27T03:31:07Z",
    "title_canon_sha256": "7c42bcbf40bba17e3290e0ddd4802100e3c44c8a1a56d7f2eda219ac7f1ab2ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06316",
    "kind": "arxiv",
    "version": 1
  }
}