pith. sign in
Pith Number

pith:2FHID2J3

pith:2018:2FHID2J3XVOU4U5R3BFRBQU2UD
not attested not anchored not stored refs pending

Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings

Christophe Moy (SCEE, CNRS, CRIStAL), Emilie Kaufmann (SEQUEL, IETR), Jacques Palicot (IETR), Lilian Besson (IETR, R\'emi Bonnefoi (IETR), SEQUEL

arxiv:1807.00491 v1 · 2018-07-02 · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2FHID2J3XVOU4U5R3BFRBQU2UD}

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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 2026-05-18T00:11:52.460128Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d14e81e93bbd5d4e53b1d84b10c29aa0f876ac3d843091bc6e853fdc2eeea6ac

Aliases

arxiv: 1807.00491 · arxiv_version: 1807.00491v1 · doi: 10.48550/arxiv.1807.00491 · pith_short_12: 2FHID2J3XVOU · pith_short_16: 2FHID2J3XVOU4U5R · pith_short_8: 2FHID2J3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2FHID2J3XVOU4U5R3BFRBQU2UD \
  | 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: d14e81e93bbd5d4e53b1d84b10c29aa0f876ac3d843091bc6e853fdc2eeea6ac
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "78516deb66699496c2a38083d137c980343e22ffa67f83e40883660372f3936b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2018-07-02T07:04:43Z",
    "title_canon_sha256": "ab2616032760102ede4a50640201f44d3f6490ea3fbb591c29f0d43ddb3fb622"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.00491",
    "kind": "arxiv",
    "version": 1
  }
}