Pith Number

pith:OS3ESCIK

pith:2025:OS3ESCIK34CVGXPMFRIKCMVFDQ

not attested not anchored not stored refs pending

Enhancing Generative Auto-bidding with Offline Reward Evaluation and Policy Search

Bo Zheng, Chao Li, Chuan Yu, Jian Xu, Jinghao Chen, Miao Xu, Qichen Ye, Qi Wang, Rongquan Bai, Yiqin Lv, Yixiu Mao, Zhiyu Mou

arxiv:2509.15927 v5 · 2025-09-19 · 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{OS3ESCIK34CVGXPMFRIKCMVFDQ}

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	2026-06-19T16:12:47.995715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74b649090adf05535dec2c50a132a51c21ce4cc7813ffe79132feb4df3e0beb5

Aliases

arxiv: 2509.15927 · arxiv_version: 2509.15927v5 · doi: 10.48550/arxiv.2509.15927 · pith_short_12: OS3ESCIK34CV · pith_short_16: OS3ESCIK34CVGXPM · pith_short_8: OS3ESCIK

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/OS3ESCIK34CVGXPMFRIKCMVFDQ \
  | 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: 74b649090adf05535dec2c50a132a51c21ce4cc7813ffe79132feb4df3e0beb5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64b966f2fc91f901f966aeb7b3dce50bf6821e298b0b8785ff34145c790c20ac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-19T12:30:26Z",
    "title_canon_sha256": "c20bcaa7a7c63d652c3a90e2149835529c96a08fac61610415cd821c6cf3d03d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.15927",
    "kind": "arxiv",
    "version": 5
  }
}