Pith. sign in
Pith Number

pith:PA5QOHL6

pith:2024:PA5QOHL6YEEE2IEX3PRSIH35ZR
not attested not anchored not stored refs pending

Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices

Gauri Joshi, Jiin Woo, Laixi Shi, Yuejie Chi

arxiv:2402.05876 v1 · 2024-02-08 · cs.LG · cs.MA · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PA5QOHL6YEEE2IEX3PRSIH35ZR}

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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 2026-07-05T07:43:04.479784Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

783b071d7ec1084d2097dbe3241f7dcc43619fce8033445024f4cd8da39837c9

Aliases

arxiv: 2402.05876 · arxiv_version: 2402.05876v1 · doi: 10.48550/arxiv.2402.05876 · pith_short_12: PA5QOHL6YEEE · pith_short_16: PA5QOHL6YEEE2IEX · pith_short_8: PA5QOHL6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PA5QOHL6YEEE2IEX3PRSIH35ZR \
  | 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: 783b071d7ec1084d2097dbe3241f7dcc43619fce8033445024f4cd8da39837c9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7bc5330a60c1efdb5e8c39b8136b9af66bd6c0559bf645a64e68b6042b90fd7a",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-08T18:09:17Z",
    "title_canon_sha256": "e558e3776233060944ca31ce117ef4ad42c0710bc372ca877a8a341e2491bf23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05876",
    "kind": "arxiv",
    "version": 1
  }
}