Pith Number

pith:CSVQUC5N

pith:2017:CSVQUC5NATT2PVFJWFNDM5G5Q6

not attested not anchored not stored refs pending

The reparameterization trick for acquisition functions

Frank Hutter, James T. Wilson, Marc Peter Deisenroth, Riccardo Moriconi

arxiv:1712.00424 v1 · 2017-12-01 · stat.ML · cs.LG · 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{CSVQUC5NATT2PVFJWFNDM5G5Q6}

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

2 papers in Pith

ORTHOBO: Orthogonal Bayesian Hyperparameter Optimization

Physics-informed automated surface reconstructing via low-energy electron diffraction based on Bayesian optimization

Receipt and verification

First computed	2026-05-18T00:29:06.264552Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14ab0a0bad04e7a7d4a9b15a3674dd87a519a1c4c0eecb84e5974059428f31ab

Aliases

arxiv: 1712.00424 · arxiv_version: 1712.00424v1 · doi: 10.48550/arxiv.1712.00424 · pith_short_12: CSVQUC5NATT2 · pith_short_16: CSVQUC5NATT2PVFJ · pith_short_8: CSVQUC5N

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/CSVQUC5NATT2PVFJWFNDM5G5Q6 \
  | 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: 14ab0a0bad04e7a7d4a9b15a3674dd87a519a1c4c0eecb84e5974059428f31ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c4fa2266c8b58e4521dd3697115908c9ba512a92d1e9c9cb572fb5a50dc706f",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-12-01T17:32:01Z",
    "title_canon_sha256": "ec97f70f68a28a450479388db290fda4364b91108b4df5e81ebfc513129dd186"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.00424",
    "kind": "arxiv",
    "version": 1
  }
}