Pith Number

pith:N4IYRB7N

pith:2023:N4IYRB7NV6DUYPEUNST5P7CL46

not attested not anchored not stored refs pending

A General Framework for User-Guided Bayesian Optimization

Carl Hvarfner, Frank Hutter, Luigi Nardi

arxiv:2311.14645 v2 · 2023-11-24 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N4IYRB7NV6DUYPEUNST5P7CL46}

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

Active Learning for Gaussian Process Regression Under Self-Induced Boltzmann Weights

Receipt and verification

First computed	2026-07-05T07:46:27.232636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f118887edaf874c3c946ca7d7fc4be7b0af93b2614e26b9ec25c6a81cd105e6

Aliases

arxiv: 2311.14645 · arxiv_version: 2311.14645v2 · doi: 10.48550/arxiv.2311.14645 · pith_short_12: N4IYRB7NV6DU · pith_short_16: N4IYRB7NV6DUYPEU · pith_short_8: N4IYRB7N

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/N4IYRB7NV6DUYPEUNST5P7CL46 \
  | 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: 6f118887edaf874c3c946ca7d7fc4be7b0af93b2614e26b9ec25c6a81cd105e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fd6aa2dbabbd0f35e265d448db6d1761bb4f52c5772f9486fe5dda1d866dd56",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-24T18:27:26Z",
    "title_canon_sha256": "4543de12290e6cd52c3eb895c56ba9169590b709e456ada2f395ba8d486897e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14645",
    "kind": "arxiv",
    "version": 2
  }
}