Pith Number

pith:K4WZPF5O

pith:2026:K4WZPF5OEAMPPYY5JI3DB4PXGS

not attested not anchored not stored refs pending

AIGB-R1: Self-Evolving Generative Auto-Bidding via Hierarchical Planner-Executor Optimization

Bo Zheng, Chuan Yu, Hesong Wang, Jian Xu, Qi Qi, Tianyu Wang, Xinyu Zhang, Yuejia Dou, Zhilin Zhang

arxiv:2607.17281 v1 · 2026-07-19 · 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{K4WZPF5OEAMPPYY5JI3DB4PXGS}

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	2026-07-21T01:21:25.227434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

572d9797ae2018f7e31d4a3630f1f7348976594c0fdacc7c879e7a0d132fdbd7

Aliases

arxiv: 2607.17281 · arxiv_version: 2607.17281v1 · doi: 10.48550/arxiv.2607.17281 · pith_short_12: K4WZPF5OEAMP · pith_short_16: K4WZPF5OEAMPPYY5 · pith_short_8: K4WZPF5O

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/K4WZPF5OEAMPPYY5JI3DB4PXGS \
  | 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: 572d9797ae2018f7e31d4a3630f1f7348976594c0fdacc7c879e7a0d132fdbd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0abe2f79720b83c0bc421c597684ec872ff7955a3462c6cbf5d48254462a149",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-19T14:59:12Z",
    "title_canon_sha256": "3ddaadc0b451bae6b41c0e38864446df0c3b15c1113ffeec25fc0da10d4662c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17281",
    "kind": "arxiv",
    "version": 1
  }
}