Pith Number

pith:22T6KOMZ

pith:2025:22T6KOMZUNHHXNBA6US2YM4K2J

not attested not anchored not stored refs pending

OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent

Bowen Chen, Shingo Takamatsu, Zhao Wang

arxiv:2507.02353 v1 · 2025-07-03 · 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{22T6KOMZUNHHXNBA6US2YM4K2J}

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	2026-07-05T11:31:16.439326Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6a7e53999a34e7bb420f525ac338ad24a74b59e82d79ac4707fb3a44c9be389

Aliases

arxiv: 2507.02353 · arxiv_version: 2507.02353v1 · doi: 10.48550/arxiv.2507.02353 · pith_short_12: 22T6KOMZUNHH · pith_short_16: 22T6KOMZUNHHXNBA · pith_short_8: 22T6KOMZ

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/22T6KOMZUNHHXNBA6US2YM4K2J \
  | 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: d6a7e53999a34e7bb420f525ac338ad24a74b59e82d79ac4707fb3a44c9be389

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ff28ddb8abd0493aebcecec21aa51d929c468125fba27a079ad6d8cada48a95",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-03T06:37:55Z",
    "title_canon_sha256": "fbf150ff92242e056edb7a003090d02a8abb1cc7cf1caea7f09d449b5e3b3612"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02353",
    "kind": "arxiv",
    "version": 1
  }
}