Pith. sign in
Pith Number

pith:MWYJUB7U

pith:2020:MWYJUB7UWMWL43WQHBPN5MUWMU
not attested not anchored not stored refs pending

Distributed Learning in Ad-Hoc Networks: A Multi-player Multi-armed Bandit Framework

Manjesh K.Hanawal, Sumit J. Darak

arxiv:2004.00367 v1 · 2020-03-06 · cs.NI · cs.LG · eess.SP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MWYJUB7UWMWL43WQHBPN5MUWMU}

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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 2026-07-05T00:52:09.777560Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

65b09a07f4b32cbe6ed0385edeb2966536532e7b0e2d707ec27d01d5c3dcacfa

Aliases

arxiv: 2004.00367 · arxiv_version: 2004.00367v1 · doi: 10.48550/arxiv.2004.00367 · pith_short_12: MWYJUB7UWMWL · pith_short_16: MWYJUB7UWMWL43WQ · pith_short_8: MWYJUB7U
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MWYJUB7UWMWL43WQHBPN5MUWMU \
  | 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: 65b09a07f4b32cbe6ed0385edeb2966536532e7b0e2d707ec27d01d5c3dcacfa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b484a13364d3fd81acacf28f5feb98849de41ded97854a0d0baa2f15e181ca19",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2020-03-06T18:11:47Z",
    "title_canon_sha256": "71be3edc28654f2a6fae640ae283de65bf654c543e88ebb9053ac04d6f15f6f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.00367",
    "kind": "arxiv",
    "version": 1
  }
}