Pith Number

pith:VVIXMUCP

pith:2026:VVIXMUCPKDRZWU6BTENWZMFON2

not attested not anchored not stored refs pending

Generative Optimization for Incentivized Advertising with Global Level Constraints

Da Li, Fan Zhou, Gege Chen, Hao Jiang, Ning Luo, Teng Sha, Wenxin Tai, Wenzheng Shu, Xialong Liu, Yanxiang Zeng

arxiv:2608.04421 v1 · 2026-08-05 · cs.LG · 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{VVIXMUCPKDRZWU6BTENWZMFON2}

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	2026-08-06T01:35:23.413539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad5176504f50e39b53c1991b6cb0ae6e879098265bba306e8eb8266b44335f82

Aliases

arxiv: 2608.04421 · arxiv_version: 2608.04421v1 · doi: 10.48550/arxiv.2608.04421 · pith_short_12: VVIXMUCPKDRZ · pith_short_16: VVIXMUCPKDRZWU6B · pith_short_8: VVIXMUCP

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/VVIXMUCPKDRZWU6BTENWZMFON2 \
  | 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: ad5176504f50e39b53c1991b6cb0ae6e879098265bba306e8eb8266b44335f82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae8b773039221c55c86462b2a7aa16519473ad8d57b4dba838b0338a292b3865",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-05T04:04:07Z",
    "title_canon_sha256": "fc099b2238fdba7cb66825580eb13c71ee153b0abb9cb8c722a27965bd7e2647"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.04421",
    "kind": "arxiv",
    "version": 1
  }
}