Pith Number

pith:L3UHSUOA

pith:2014:L3UHSUOA2H33P4MTXACOJHUHZ6

not attested not anchored not stored refs pending

Freeze-Thaw Bayesian Optimization

Jasper Snoek, Kevin Swersky, Ryan Prescott Adams

arxiv:1406.3896 v1 · 2014-06-16 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L3UHSUOA2H33P4MTXACOJHUHZ6}

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

6 papers in Pith

Two-stage Optimization for Machine Learning Workflow

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

A Tutorial on Bayesian Optimization

HARBOR: Automated Harness Optimization

Adaptive Candidate Point Thompson Sampling for High-Dimensional Bayesian Optimization

Receipt and verification

First computed	2026-05-18T02:49:39.540491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ee87951c0d1f7b7f193b804e49e87cf8a62f320e67e562df22f662a48dcfcc1

Aliases

arxiv: 1406.3896 · arxiv_version: 1406.3896v1 · doi: 10.48550/arxiv.1406.3896 · pith_short_12: L3UHSUOA2H33 · pith_short_16: L3UHSUOA2H33P4MT · pith_short_8: L3UHSUOA

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/L3UHSUOA2H33P4MTXACOJHUHZ6 \
  | 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: 5ee87951c0d1f7b7f193b804e49e87cf8a62f320e67e562df22f662a48dcfcc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e36417d4a19ca82de0148fdd160d246233ce38fe4d559e0bee6816cff196e11",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2014-06-16T03:43:20Z",
    "title_canon_sha256": "5e0689f34963fa0e288a768ea8f722452bc76e08998fec021a0b7d9ff65fb606"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1406.3896",
    "kind": "arxiv",
    "version": 1
  }
}