Pith. sign in
Pith Number

pith:32DNTH3U

pith:2025:32DNTH3UEFVP26QGQ4RMG3XAB2
not attested not anchored not stored refs pending

Learning to Lead: Incentivizing Strategic Agents in the Dark

Xinyi Zhong, Yuchen Wu, Zhuoran Yang

arxiv:2506.08438 v1 · 2025-06-10 · cs.LG · cs.GT · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{32DNTH3UEFVP26QGQ4RMG3XAB2}

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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 2026-07-05T11:18:49.491510Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

de86d99f74216afd7a068722c36ee00e95211bc0d4f0c14d8364854f2cf4a8cc

Aliases

arxiv: 2506.08438 · arxiv_version: 2506.08438v1 · doi: 10.48550/arxiv.2506.08438 · pith_short_12: 32DNTH3UEFVP · pith_short_16: 32DNTH3UEFVP26QG · pith_short_8: 32DNTH3U
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/32DNTH3UEFVP26QGQ4RMG3XAB2 \
  | 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: de86d99f74216afd7a068722c36ee00e95211bc0d4f0c14d8364854f2cf4a8cc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5112b4b61d82acb22523d3adbb571423bb5ea18b67fbb5464a2c233696e1a7a8",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T04:25:04Z",
    "title_canon_sha256": "529dd832a79442764cb1b79471c6fe3503ac0d1d56a14c082833a2e14339b4a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08438",
    "kind": "arxiv",
    "version": 1
  }
}