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Pith Number

pith:RXUQV2KX

pith:2019:RXUQV2KXWBOGTPJOK2OZBURZKO
not attested not anchored not stored refs pending

Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly

Barnabas Poczos, Biswajit Paria, Christopher R. Collins, Eric P. Xing, Jeff Schneider, Karun Raju Vysyaraju, Kirthevasan Kandasamy, Willie Neiswanger

arxiv:1903.06694 v2 · 2019-03-15 · stat.ML · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RXUQV2KXWBOGTPJOK2OZBURZKO}

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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 2026-07-05T00:55:56.677065Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8de90ae957b05c69bd2e569d90d239539622155498967215a565f75487047303

Aliases

arxiv: 1903.06694 · arxiv_version: 1903.06694v2 · doi: 10.48550/arxiv.1903.06694 · pith_short_12: RXUQV2KXWBOG · pith_short_16: RXUQV2KXWBOGTPJO · pith_short_8: RXUQV2KX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RXUQV2KXWBOGTPJOK2OZBURZKO \
  | 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: 8de90ae957b05c69bd2e569d90d239539622155498967215a565f75487047303
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d5a96f5a2e5259da8ecbdcfe1a1ba8802f0e4ae3c8ab2046758b5a2eab46b2c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-03-15T17:45:39Z",
    "title_canon_sha256": "3f6a4e72503af632464e548673ca4e76f17b11daa1cfbda941523956c2a43297"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.06694",
    "kind": "arxiv",
    "version": 2
  }
}