Pith Number

pith:MPF6ARRU

pith:2020:MPF6ARRUEMF66UQ2JOWRI3ANBU

not attested not anchored not stored refs pending

Differentiable Bandit Exploration

Branislav Kveton, Chih-wei Hsu, Craig Boutilier, Csaba Szepesvari, Manzil Zaheer, Martin Mladenov

arxiv:2002.06772 v2 · 2020-02-17 · 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{MPF6ARRUEMF66UQ2JOWRI3ANBU}

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	2026-07-05T01:09:03.774452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63cbe04634230bef521a4bad146c0d0d3a95203b7289818c6b0e2fb8ccbbd6ab

Aliases

arxiv: 2002.06772 · arxiv_version: 2002.06772v2 · doi: 10.48550/arxiv.2002.06772 · pith_short_12: MPF6ARRUEMF6 · pith_short_16: MPF6ARRUEMF66UQ2 · pith_short_8: MPF6ARRU

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/MPF6ARRUEMF66UQ2JOWRI3ANBU \
  | 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: 63cbe04634230bef521a4bad146c0d0d3a95203b7289818c6b0e2fb8ccbbd6ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7c93d9b9c795f8a7238c537749e9b44795970aa321aada3b5c3301dbde24870",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-17T05:07:35Z",
    "title_canon_sha256": "db95c23b34d739c7d8562751265742dfe4f5be5afb5a0622d850712d26804707"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.06772",
    "kind": "arxiv",
    "version": 2
  }
}