Pith Number

pith:4MRLDC6B

pith:2022:4MRLDC6B6MPAQNWWGOS5XCIGQY

not attested not anchored not stored refs pending

Active Bayesian Causal Inference

Andreas Krause, Christian Knoll, Christian Toth, Franz Pernkopf, Julius von K\"ugelgen, Lars Lorch, Robert Peharz

arxiv:2206.02063 v2 · 2022-06-04 · cs.LG · cs.AI · stat.ME · 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{4MRLDC6B6MPAQNWWGOS5XCIGQY}

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

Bayesian causal discovery: Posterior concentration and optimal detection

Receipt and verification

First computed	2026-07-05T05:06:59.957222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e322b18bc1f31e0836d633a5db8906860195cd311f0e96d29404bf4636be1bc5

Aliases

arxiv: 2206.02063 · arxiv_version: 2206.02063v2 · doi: 10.48550/arxiv.2206.02063 · pith_short_12: 4MRLDC6B6MPA · pith_short_16: 4MRLDC6B6MPAQNWW · pith_short_8: 4MRLDC6B

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/4MRLDC6B6MPAQNWWGOS5XCIGQY \
  | 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: e322b18bc1f31e0836d633a5db8906860195cd311f0e96d29404bf4636be1bc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d399f22ceb649e2bdb1f862402d7e821ab480a1c8504cac0dcac76ba79cae8df",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-04T22:38:57Z",
    "title_canon_sha256": "6a978f3872aba9b6d2b7b4b0685eb401bdb2bd04525b182c902eea83907b0f08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.02063",
    "kind": "arxiv",
    "version": 2
  }
}