pith. sign in
Pith Number

pith:BGTYZ2ZJ

pith:2012:BGTYZ2ZJVVQ5JMTWF7QIPPJSFP
not attested not anchored not stored refs pending

Exponential Regret Bounds for Gaussian Process Bandits with Deterministic Observations

Alex Smola (Yahoo! Research), Masrour Zoghi (University of British Columbia), Nando de Freitas (University of British Columbia)

arxiv:1206.6457 v1 · 2012-06-27 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BGTYZ2ZJVVQ5JMTWF7QIPPJSFP}

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

1 paper in Pith

Receipt and verification
First computed 2026-05-18T03:52:13.935064Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

09a78ceb29ad61d4b2762fe087bd322bfaacec71c68e8209b285bd663fa34b3f

Aliases

arxiv: 1206.6457 · arxiv_version: 1206.6457v1 · doi: 10.48550/arxiv.1206.6457 · pith_short_12: BGTYZ2ZJVVQ5 · pith_short_16: BGTYZ2ZJVVQ5JMTW · pith_short_8: BGTYZ2ZJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BGTYZ2ZJVVQ5JMTWF7QIPPJSFP \
  | 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: 09a78ceb29ad61d4b2762fe087bd322bfaacec71c68e8209b285bd663fa34b3f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "74883b11cea707f3f92c78023bca9728ebb026e3a5b0064640281ca8f40d1af7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-06-27T19:59:59Z",
    "title_canon_sha256": "2c9364d50d289b8f1bf4af7e33e4e30da63628158253a6017d5e4d57eee351ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1206.6457",
    "kind": "arxiv",
    "version": 1
  }
}