Pith Number

pith:6KCTGYEJ

pith:2026:6KCTGYEJFJ2KTVNH3XHT255ZVS

not attested not anchored not stored refs pending

Generative Auto-Bidding with Unified Modeling and Exploration

Chenliang Li, Feiqing Zhuang, Fei Xiao, Junxiong Zhu, Keping Yang, Lixin Zou, Mingming Zhang, Na Li, Shengjie Sun, Xiaowei Chen

arxiv:2605.19457 v1 · 2026-05-19 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6KCTGYEJFJ2KTVNH3XHT255ZVS}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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	2026-05-20T01:05:46.828096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2853360892a74a9d5a7ddcf3d77b9acb324ca53b12644fb37351152e33dd4a2

Aliases

arxiv: 2605.19457 · arxiv_version: 2605.19457v1 · doi: 10.48550/arxiv.2605.19457 · pith_short_12: 6KCTGYEJFJ2K · pith_short_16: 6KCTGYEJFJ2KTVNH · pith_short_8: 6KCTGYEJ

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/6KCTGYEJFJ2KTVNH3XHT255ZVS \
  | 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: f2853360892a74a9d5a7ddcf3d77b9acb324ca53b12644fb37351152e33dd4a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba42f5e516bd5d69f7770ca3d37572734ac05b842ea42dbbf03eb03ff7275775",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-19T07:09:32Z",
    "title_canon_sha256": "bacec273410ff627e4bc08870ccbe1dde01c0855843490309b92945662c01361"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.19457",
    "kind": "arxiv",
    "version": 1
  }
}