Pith Number

pith:XSQP44HV

pith:2018:XSQP44HVJIPECV22SZYVIVDH4U

not attested not anchored not stored refs pending

Multi-Armed Bandits for Correlated Markovian Environments with Smoothed Reward Feedback

Lillian J. Ratliff, Shreyas Sekar, Tanner Fiez

arxiv:1803.04008 v2 · 2018-03-11 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XSQP44HVJIPECV22SZYVIVDH4U}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-17T23:52:18.501916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bca0fe70f54a1e41575a9671545467e52503fbe106be2767b5677c5f970d255e

Aliases

arxiv: 1803.04008 · arxiv_version: 1803.04008v2 · doi: 10.48550/arxiv.1803.04008 · pith_short_12: XSQP44HVJIPE · pith_short_16: XSQP44HVJIPECV22 · pith_short_8: XSQP44HV

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/XSQP44HVJIPECV22SZYVIVDH4U \
  | 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: bca0fe70f54a1e41575a9671545467e52503fbe106be2767b5677c5f970d255e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8add97b79f599f11b93a576ceed0204c4f30074f9e5928e50ed9185bc024afc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-11T18:44:50Z",
    "title_canon_sha256": "6438c37fb396d65e53c1434987d26fa9f501eb851b5bc39897cfbb22c893c064"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.04008",
    "kind": "arxiv",
    "version": 2
  }
}