pith. sign in
Pith Number

pith:AEENBAEX

pith:2024:AEENBAEXIZNV3IH3XVAFPLDR3D
not attested not anchored not stored refs pending

Graph Agnostic Causal Bayesian Optimisation

Mengyan Zhang, Sebastian Josef Vollmer, Seth Flaxman, Sumantrak Mukherjee

arxiv:2411.03028 v1 · 2024-11-05 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AEENBAEXIZNV3IH3XVAFPLDR3D}

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.
Receipt and verification
First computed 2026-07-05T09:31:23.917351Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0108d08097465b5da0fbbd4057ac71d8e5823dcdf131bd0adc6fa57010ed5206

Aliases

arxiv: 2411.03028 · arxiv_version: 2411.03028v1 · doi: 10.48550/arxiv.2411.03028 · pith_short_12: AEENBAEXIZNV · pith_short_16: AEENBAEXIZNV3IH3 · pith_short_8: AEENBAEX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AEENBAEXIZNV3IH3XVAFPLDR3D \
  | 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: 0108d08097465b5da0fbbd4057ac71d8e5823dcdf131bd0adc6fa57010ed5206
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d1e9e52ebc0d00af990952a12c2247a55b5d3e4782bc5ecf3a0cbdffcd6206f3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-05T11:49:33Z",
    "title_canon_sha256": "67c9459680adba99e77fd27e8783f94e2e574944b33b97621132b6d9cfb28a38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03028",
    "kind": "arxiv",
    "version": 1
  }
}