Pith Number

pith:AZAVO7J2

pith:2023:AZAVO7J2MGV572JNUIGFVCGSBY

not attested not anchored not stored refs pending

Bivariate Causal Discovery using Bayesian Model Selection

Anish Dhir, Mark van der Wilk, Samuel Power

arxiv:2306.02931 v2 · 2023-06-05 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AZAVO7J2MGV572JNUIGFVCGSBY}

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

Consistency evaluation of benchmarks used for causal discovery

Bivariate Causal Discovery Using Rate-Distortion MDL: An Information Dimension Approach

Receipt and verification

First computed	2026-07-05T08:23:53.848439Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0641577d3a61abdfe92da20c5a88d20e24fe9e269c744a3fcb33ece0c8d9c832

Aliases

arxiv: 2306.02931 · arxiv_version: 2306.02931v2 · doi: 10.48550/arxiv.2306.02931 · pith_short_12: AZAVO7J2MGV5 · pith_short_16: AZAVO7J2MGV572JN · pith_short_8: AZAVO7J2

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/AZAVO7J2MGV572JNUIGFVCGSBY \
  | 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: 0641577d3a61abdfe92da20c5a88d20e24fe9e269c744a3fcb33ece0c8d9c832

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "907c4b2ec9fee559754bf63748f9cdbb462fd4bcbe871f18095d5bba26960e22",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-06-05T14:51:05Z",
    "title_canon_sha256": "eb929743245e62d8f0e4a6efe56e1a0d9946dc99c614c006a1430c2746be76e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.02931",
    "kind": "arxiv",
    "version": 2
  }
}