pith. sign in
Pith Number

pith:QRUDLSFG

pith:2010:QRUDLSFGWA5552WDJDDFH7NMGD
not attested not anchored not stored refs pending

On the Combinatorial Multi-Armed Bandit Problem with Markovian Rewards

Bhaskar Krishnamachari, Mingyan Liu, Yi Gai

arxiv:1012.3005 v2 · 2010-12-14 · math.OC · cs.LG · cs.NI · cs.SY · math.PR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QRUDLSFGWA5552WDJDDFH7NMGD}

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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 2026-05-18T02:23:07.281228Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

846835c8a6b03bdeeac348c653fdac30e2fcd8d351d93b5dc1b864748657b710

Aliases

arxiv: 1012.3005 · arxiv_version: 1012.3005v2 · doi: 10.48550/arxiv.1012.3005 · pith_short_12: QRUDLSFGWA55 · pith_short_16: QRUDLSFGWA5552WD · pith_short_8: QRUDLSFG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QRUDLSFGWA5552WDJDDFH7NMGD \
  | 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: 846835c8a6b03bdeeac348c653fdac30e2fcd8d351d93b5dc1b864748657b710
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3d16ab40fe7099cddb113af16a621094335becf1475b0ff8e7f29e3bfc2972e4",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI",
      "cs.SY",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2010-12-14T12:29:43Z",
    "title_canon_sha256": "5c73028b1adeac34ee4cc59f35ebffd72278064647eb2fa8b86f76787e678b5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1012.3005",
    "kind": "arxiv",
    "version": 2
  }
}