Pith Number

pith:7L5MO3JS

pith:2019:7L5MO3JSZCJQTMEB67V55YUUQN

not attested not anchored not stored refs pending

Thompson Sampling in Non-Episodic Restless Bandits

Ambuj Tewari, Marc Abeille, Young Hun Jung

arxiv:1910.05654 v1 · 2019-10-12 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7L5MO3JSZCJQTMEB67V55YUUQN}

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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

Learning in Markovian bandits with non-observable states and constrained decision epochs

Receipt and verification

First computed	2026-07-05T00:11:40.680706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fafac76d32c89309b081f7ebdee2948367bbe0cd027290c8b1792ca742b5692f

Aliases

arxiv: 1910.05654 · arxiv_version: 1910.05654v1 · doi: 10.48550/arxiv.1910.05654 · pith_short_12: 7L5MO3JSZCJQ · pith_short_16: 7L5MO3JSZCJQTMEB · pith_short_8: 7L5MO3JS

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/7L5MO3JSZCJQTMEB67V55YUUQN \
  | 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: fafac76d32c89309b081f7ebdee2948367bbe0cd027290c8b1792ca742b5692f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93e589e00e0363af1e22f36ac42106258e47ab0c0c1d9f086479e39e7d3c6ad1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-12T22:30:24Z",
    "title_canon_sha256": "3f86ac8407d1160af1060ed776f55d39285a062909ea56cac3818cf9ce7c1abf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05654",
    "kind": "arxiv",
    "version": 1
  }
}