Pith Number

pith:ZM52GTA7

pith:2021:ZM52GTA7DMJN7KIEACLIM2Q573

not attested not anchored not stored refs pending

Design of Experiments for Stochastic Contextual Linear Bandits

Andrea Zanette, Emma Brunskill, Jonathan Lee, Kefan Dong

arxiv:2107.09912 v2 · 2021-07-21 · 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{ZM52GTA7DMJN7KIEACLIM2Q573}

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.

Cited by

3 papers in Pith

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Logging Policy Design for Off-Policy Evaluation

Receipt and verification

First computed	2026-07-05T03:00:10.549833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb3ba34c1f1b12dfa9040096866a1dfec2bc7a4107aae6ef9c4c84f3862d36b7

Aliases

arxiv: 2107.09912 · arxiv_version: 2107.09912v2 · doi: 10.48550/arxiv.2107.09912 · pith_short_12: ZM52GTA7DMJN · pith_short_16: ZM52GTA7DMJN7KIE · pith_short_8: ZM52GTA7

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/ZM52GTA7DMJN7KIEACLIM2Q573 \
  | 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: cb3ba34c1f1b12dfa9040096866a1dfec2bc7a4107aae6ef9c4c84f3862d36b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cae7286a4c08e317197105655c10588211d921e524cfd80a8d88805a900fd66",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-21T07:25:37Z",
    "title_canon_sha256": "8e1e9b8a08a868efe1226dcfdd25abbc78381dc0e1678bb4907f48fd257aff94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.09912",
    "kind": "arxiv",
    "version": 2
  }
}