Pith Number

pith:NBZNKNAJ

pith:2022:NBZNKNAJKDUENL77XF6WGEHE57

not attested not anchored not stored refs pending

Bidding Agent Design in the LinkedIn Ad Marketplace

Kaiyu Yang, Min Liu, Noureddine El Karoui, Yuan Gao, Yuanlong Chen

arxiv:2202.12472 v1 · 2022-02-25 · cs.GT · cs.AI · cs.IR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NBZNKNAJKDUENL77XF6WGEHE57}

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.

Cited by

1 paper in Pith

On the Coordination of Value-Maximizing Bidders

Receipt and verification

First computed	2026-07-05T03:59:55.664303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6872d5340950e846afffb97d6310e4eff196e11c878b3b5feabc3beb00633f9f

Aliases

arxiv: 2202.12472 · arxiv_version: 2202.12472v1 · doi: 10.48550/arxiv.2202.12472 · pith_short_12: NBZNKNAJKDUE · pith_short_16: NBZNKNAJKDUENL77 · pith_short_8: NBZNKNAJ

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/NBZNKNAJKDUENL77XF6WGEHE57 \
  | 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: 6872d5340950e846afffb97d6310e4eff196e11c878b3b5feabc3beb00633f9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "397c5d3a58ebffb7667701f3c73cbe982b78508cca779de95c63ba761a0f3bac",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2022-02-25T03:01:57Z",
    "title_canon_sha256": "1ffdf1a8f8e75d5c7326972451bbddde58755934a5757c4def9519d07e71347f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.12472",
    "kind": "arxiv",
    "version": 1
  }
}