Pith. sign in
Pith Number

pith:5KSOOSY6

pith:2024:5KSOOSY6E4WDCKZA4SNRKQKUMY
not attested not anchored not stored refs pending

Analysing the Sample Complexity of Opponent Shaping

Chris Lu, Jakob Foerster, Jia Wan, Kitty Fung, Qizhen Zhang, Timon Willi

arxiv:2402.05782 v1 · 2024-02-08 · cs.LG · cs.AI · cs.GT · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5KSOOSY6E4WDCKZA4SNRKQKUMY}

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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 2026-07-05T07:43:03.459599Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

eaa4e74b1e272c312b20e49b1541546609c8ac75d3800662f885d54ecdea553e

Aliases

arxiv: 2402.05782 · arxiv_version: 2402.05782v1 · doi: 10.48550/arxiv.2402.05782 · pith_short_12: 5KSOOSY6E4WD · pith_short_16: 5KSOOSY6E4WDCKZA · pith_short_8: 5KSOOSY6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5KSOOSY6E4WDCKZA4SNRKQKUMY \
  | 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: eaa4e74b1e272c312b20e49b1541546609c8ac75d3800662f885d54ecdea553e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c411ab494308d4e44f37e9535d628a78e4ec5e4eb23409770ba6fddc09bad165",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-08T16:17:18Z",
    "title_canon_sha256": "2b8937493901eb8352a67b54ba14f629bff062c7d65330778da6d156c1f12f73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05782",
    "kind": "arxiv",
    "version": 1
  }
}