Pith Number

pith:V7GUTC5D

pith:2023:V7GUTC5DB76BSGFBK2CIZGHY7O

not attested not anchored not stored refs pending

Order Matters: Agent-by-agent Policy Optimization

Jun Wang, Weinan Zhang, Xihuai Wang, Ying Wen, Zheng Tian, Ziyu Wan

arxiv:2302.06205 v2 · 2023-02-13 · cs.AI · cs.GT · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V7GUTC5DB76BSGFBK2CIZGHY7O}

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	2026-07-05T05:45:38.695001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afcd498ba30ffc1918a156848c98f8fb81a3cea1b7bf83d0a20ab7af3041bec8

Aliases

arxiv: 2302.06205 · arxiv_version: 2302.06205v2 · doi: 10.48550/arxiv.2302.06205 · pith_short_12: V7GUTC5DB76B · pith_short_16: V7GUTC5DB76BSGFB · pith_short_8: V7GUTC5D

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/V7GUTC5DB76BSGFBK2CIZGHY7O \
  | 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: afcd498ba30ffc1918a156848c98f8fb81a3cea1b7bf83d0a20ab7af3041bec8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ab24e7417f00f0034561238e9caf7b92f9699564859eb74c385bee1a5640ca0",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-02-13T09:24:34Z",
    "title_canon_sha256": "838e5c6e19fdb4cc489a509db4920b64e8b7a5d296b8f9307aeaafe584f3b347"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06205",
    "kind": "arxiv",
    "version": 2
  }
}