Pith Number

pith:AO2BL3JJ

pith:2024:AO2BL3JJEVODG7HLS4IAVP6X22

not attested not anchored not stored refs pending

Challenges and Considerations in the Evaluation of Bayesian Causal Discovery

Amir Mohammad Karimi Mamaghan, Karl Henrik Johansson, Panagiotis Tigas, Stefan Bauer, Yarin Gal, Yashas Annadani

arxiv:2406.03209 v1 · 2024-06-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AO2BL3JJEVODG7HLS4IAVP6X22}

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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	2026-07-05T08:27:53.161094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03b415ed29255c337ceb97100abfd7d694425a51dd82a37c820cd75a84277296

Aliases

arxiv: 2406.03209 · arxiv_version: 2406.03209v1 · doi: 10.48550/arxiv.2406.03209 · pith_short_12: AO2BL3JJEVOD · pith_short_16: AO2BL3JJEVODG7HL · pith_short_8: AO2BL3JJ

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/AO2BL3JJEVODG7HLS4IAVP6X22 \
  | 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: 03b415ed29255c337ceb97100abfd7d694425a51dd82a37c820cd75a84277296

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da3d2c0b44a7237ae714f96ae9d5d6311e9feedb55f39e43a3e05a32224fa5e5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-05T12:45:23Z",
    "title_canon_sha256": "ee81959922459c652fdf615c446ccdf97b317c89bba6d67fbf93ef87b60b20bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03209",
    "kind": "arxiv",
    "version": 1
  }
}