Pith. sign in
Pith Number

pith:Q3FHRWQ6

pith:2025:Q3FHRWQ6COUBNEAULYNT7QL7MS
not attested not anchored not stored refs pending

Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency

Dacheng Tao, Li Shen, Qixin Zhang, Yu Yang, Zongqi Wan

arxiv:2502.05028 v1 · 2025-02-07 · cs.MA · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{Q3FHRWQ6COUBNEAULYNT7QL7MS}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:11:01.918913Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

86ca78da1e13a81690145e1b3fc17f64afc32377045ba17448f10f06c8fb7adf

Aliases

arxiv: 2502.05028 · arxiv_version: 2502.05028v1 · doi: 10.48550/arxiv.2502.05028 · pith_short_12: Q3FHRWQ6COUB · pith_short_16: Q3FHRWQ6COUBNEAU · pith_short_8: Q3FHRWQ6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Q3FHRWQ6COUBNEAULYNT7QL7MS \
  | 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: 86ca78da1e13a81690145e1b3fc17f64afc32377045ba17448f10f06c8fb7adf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4283f8dee4d178832ef9e9d59663b20aaa9c5e14ddd5395a1327d2ada91629cc",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-07T15:57:56Z",
    "title_canon_sha256": "293c44654a2bc77e5306fe6641dec5131d4ee6ebf7fc883f63740355bff48de7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05028",
    "kind": "arxiv",
    "version": 1
  }
}