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Pith Number

pith:4QGAMCCR

pith:2024:4QGAMCCR63HRAQYN6GWTMPKSRV
not attested not anchored not stored refs pending

Efficient Adaptation in Mixed-Motive Environments via Hierarchical Opponent Modeling and Planning

Anji Liu, Fanqi Kong, Song-Chun Zhu, Xue Feng, Yaodong Yang, Yizhe Huang

arxiv:2406.08002 v2 · 2024-06-12 · cs.AI · cs.MA

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\usepackage{pith}
\pithnumber{4QGAMCCR63HRAQYN6GWTMPKSRV}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T08:43:10.798189Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e40c060851f6cf10430df1ad363d528d4e1249eb31295d81a8b636a8dfe6287d

Aliases

arxiv: 2406.08002 · arxiv_version: 2406.08002v2 · doi: 10.48550/arxiv.2406.08002 · pith_short_12: 4QGAMCCR63HR · pith_short_16: 4QGAMCCR63HRAQYN · pith_short_8: 4QGAMCCR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4QGAMCCR63HRAQYN6GWTMPKSRV \
  | 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: e40c060851f6cf10430df1ad363d528d4e1249eb31295d81a8b636a8dfe6287d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "75bac20a0a7603ea790f34ade9e21063dba6a8b0a83fbbe4338d71203ebd9da5",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-12T08:48:06Z",
    "title_canon_sha256": "5f950ff497500a742635506d59b27004e502830c16b7c2ce2d69b5910c76edc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.08002",
    "kind": "arxiv",
    "version": 2
  }
}