Pith Number

pith:W3UV3LKZ

pith:2022:W3UV3LKZAJ7XAH2TP2M2HL4BH4

not attested not anchored not stored refs pending

Fantasizing with Dual GPs in Bayesian Optimization and Active Learning

Arno Solin, Henry Moss, Paul E. Chang, Prakhar Verma, ST John, Victor Picheny

arxiv:2211.01053 v1 · 2022-11-02 · 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{W3UV3LKZAJ7XAH2TP2M2HL4BH4}

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

In-Context Multi-Objective Optimization

Receipt and verification

First computed	2026-07-05T05:12:37.679785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6e95dad59027f701f537e99a3af813f0106b7cebcc237196c9b24662065ea8e

Aliases

arxiv: 2211.01053 · arxiv_version: 2211.01053v1 · doi: 10.48550/arxiv.2211.01053 · pith_short_12: W3UV3LKZAJ7X · pith_short_16: W3UV3LKZAJ7XAH2T · pith_short_8: W3UV3LKZ

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/W3UV3LKZAJ7XAH2TP2M2HL4BH4 \
  | 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: b6e95dad59027f701f537e99a3af813f0106b7cebcc237196c9b24662065ea8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e22025668b276c2706e8eb8f48d4c073f43fb1ad2b91e4b01c504dda12dcf69",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-02T11:37:06Z",
    "title_canon_sha256": "cddf2898e053e67481f8d61f3913f8f59f30160184b2bd1a6f715bfff8879911"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01053",
    "kind": "arxiv",
    "version": 1
  }
}