Pith Number

pith:J3B3XTLV

pith:2022:J3B3XTLVZLRJNI4VANA3PP6QBP

not attested not anchored not stored refs pending

Model-based Causal Bayesian Optimization

Anastasiia Makarova, Andreas Krause, Scott Sussex

arxiv:2211.10257 v2 · 2022-11-18 · 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{J3B3XTLVZLRJNI4VANA3PP6QBP}

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

UBP2: Uncertainty-Balanced Preference Planning for Efficient Preference-based Reinforcement Learning

Joint Parameter and State-Space Bayesian Optimization: Using Process Expertise to Accelerate Manufacturing Optimization

Receipt and verification

First computed	2026-07-05T05:49:55.068685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ec3bbcd75cae296a3950341b7bfd00bdfbf80551aecde0f89993484c8cdee9e

Aliases

arxiv: 2211.10257 · arxiv_version: 2211.10257v2 · doi: 10.48550/arxiv.2211.10257 · pith_short_12: J3B3XTLVZLRJ · pith_short_16: J3B3XTLVZLRJNI4V · pith_short_8: J3B3XTLV

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/J3B3XTLVZLRJNI4VANA3PP6QBP \
  | 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: 4ec3bbcd75cae296a3950341b7bfd00bdfbf80551aecde0f89993484c8cdee9e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "600e143651f21d4382b3828b8b758fe02f6b48361c5d5517012556e2539a1761",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-18T14:28:21Z",
    "title_canon_sha256": "6ec4c4d4a29544d7f0a9f77460010309cb9dd670213aa6848dbc5257d2e8e6fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.10257",
    "kind": "arxiv",
    "version": 2
  }
}