Pith Number

pith:T7AZ7AXO

pith:2025:T7AZ7AXOJGQL2FOJB3DZ6BTUEC

not attested not anchored not stored refs pending

Generative Modeling with Multi-Instance Reward Learning for E-commerce Creative Optimization

Changping Peng, Ching Law, Dingyi Zeng, Jingping Shao, Lu Wang, Ming Pang, Qiaolei Gu, Yu Li, Zhangang Lin

arxiv:2508.09730 v1 · 2025-08-13 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T7AZ7AXOJGQL2FOJB3DZ6BTUEC}

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.

Receipt and verification

First computed	2026-07-05T11:53:20.850038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fc19f82ee49a0bd15c90ec79f067420a09f556513cecda6e778daa68bcd5f0e

Aliases

arxiv: 2508.09730 · arxiv_version: 2508.09730v1 · doi: 10.48550/arxiv.2508.09730 · pith_short_12: T7AZ7AXOJGQL · pith_short_16: T7AZ7AXOJGQL2FOJ · pith_short_8: T7AZ7AXO

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/T7AZ7AXOJGQL2FOJB3DZ6BTUEC \
  | 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: 9fc19f82ee49a0bd15c90ec79f067420a09f556513cecda6e778daa68bcd5f0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b4a791dc7308eb2713bb639521f547570480584faca5319e5c5576f13da25bb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-13T11:53:41Z",
    "title_canon_sha256": "98a89d4cc9a77f466b2b09b3b14781eaec3c7b5883d94eaf0c297761e1cc2c4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09730",
    "kind": "arxiv",
    "version": 1
  }
}