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Pith Number

pith:Y4QITN34

pith:2022:Y4QITN34XKSW3RZZTJ4M4ALLLY
not attested not anchored not stored refs pending

Learning Decentralized Strategies for a Perimeter Defense Game with Graph Neural Networks

Alejandro Ribeiro, Elijah S. Lee, Lifeng Zhou, Vijay Kumar

arxiv:2211.01757 v1 · 2022-09-24 · cs.MA · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Y4QITN34XKSW3RZZTJ4M4ALLLY}

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

Receipt and verification
First computed 2026-07-05T05:12:59.756632Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c72089b77cbaa56dc7399a78ce016b5e007a006cd4a463f75d738965e97d7128

Aliases

arxiv: 2211.01757 · arxiv_version: 2211.01757v1 · doi: 10.48550/arxiv.2211.01757 · pith_short_12: Y4QITN34XKSW · pith_short_16: Y4QITN34XKSW3RZZ · pith_short_8: Y4QITN34
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y4QITN34XKSW3RZZTJ4M4ALLLY \
  | 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: c72089b77cbaa56dc7399a78ce016b5e007a006cd4a463f75d738965e97d7128
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "50cea2e31d1a240ad6881fb2c40a17126576f459a2ccc072f0dc4bac9cf90c3b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-09-24T22:48:51Z",
    "title_canon_sha256": "21dc389a8d068f431d02ec45f0f61f14f09d2ae540603d16e1c7d6763ec66c77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01757",
    "kind": "arxiv",
    "version": 1
  }
}