Pith Number

pith:X3HGWP3B

pith:2017:X3HGWP3BIERSORL57DDQ3KG4ZL

not attested not anchored not stored refs pending

Taming Non-stationary Bandits: A Bayesian Approach

Sheetal Kalyani, Vishnu Raj

arxiv:1707.09727 v1 · 2017-07-31 · stat.ML · 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{X3HGWP3BIERSORL57DDQ3KG4ZL}

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	2026-05-18T00:39:08.447735Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bece6b3f61412327457df8c70da8dccae685ba531af53512849f8b51c86c68ac

Aliases

arxiv: 1707.09727 · arxiv_version: 1707.09727v1 · doi: 10.48550/arxiv.1707.09727 · pith_short_12: X3HGWP3BIERS · pith_short_16: X3HGWP3BIERSORL5 · pith_short_8: X3HGWP3B

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/X3HGWP3BIERSORL57DDQ3KG4ZL \
  | 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: bece6b3f61412327457df8c70da8dccae685ba531af53512849f8b51c86c68ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22ebdeac9459bee0bcfa74cb53c951fbf9da5dcd5e65204041831a723f89df8a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-07-31T05:46:39Z",
    "title_canon_sha256": "7e884f7857d90b726a9c30e1816790292018ad149e2020b540916e36235ac3ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.09727",
    "kind": "arxiv",
    "version": 1
  }
}