Pith Number

pith:QVROR4QG

pith:2016:QVROR4QGYQTVDUTIMLD4O5DSUL

not attested not anchored not stored refs pending

Embedded Bandits for Large-Scale Black-Box Optimization

Abdullah Al-Dujaili, S. Suresh

arxiv:1611.08773 v1 · 2016-11-27 · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QVROR4QGYQTVDUTIMLD4O5DSUL}

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	2026-05-18T00:56:36.829790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8562e8f206c42751d26862c7c77472a2ebdf7ee512183948aefc66df14adae68

Aliases

arxiv: 1611.08773 · arxiv_version: 1611.08773v1 · doi: 10.48550/arxiv.1611.08773 · pith_short_12: QVROR4QGYQTV · pith_short_16: QVROR4QGYQTVDUTI · pith_short_8: QVROR4QG

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/QVROR4QGYQTVDUTIMLD4O5DSUL \
  | 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: 8562e8f206c42751d26862c7c77472a2ebdf7ee512183948aefc66df14adae68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd092058235571eb4da23e04e57baa5281109f8801b8e17df0e990b5ba97a2af",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-11-27T02:18:09Z",
    "title_canon_sha256": "209399b2b441ef476e740b034ff31981ce36a3d37895a003a246bcbd9c6a8bca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.08773",
    "kind": "arxiv",
    "version": 1
  }
}