Pith Number

pith:FZUYETU3

pith:2020:FZUYETU3UJDZBEF2WJMZ3FGYKL

not attested not anchored not stored refs pending

Towards Scalable Bayesian Learning of Causal DAGs

Antti Hyttinen, Johan Pensar, Jussi Viinikka, Mikko Koivisto

arxiv:2010.00684 v2 · 2020-09-30 · 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{FZUYETU3UJDZBEF2WJMZ3FGYKL}

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	2026-07-05T01:52:36.949542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e69824e9ba2479090bab2599d94d852fc837fdbf47d45581e676bf824eee8cf

Aliases

arxiv: 2010.00684 · arxiv_version: 2010.00684v2 · doi: 10.48550/arxiv.2010.00684 · pith_short_12: FZUYETU3UJDZ · pith_short_16: FZUYETU3UJDZBEF2 · pith_short_8: FZUYETU3

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/FZUYETU3UJDZBEF2WJMZ3FGYKL \
  | 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: 2e69824e9ba2479090bab2599d94d852fc837fdbf47d45581e676bf824eee8cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fc117ffadfeb2b74e80fb065b9b368d6ad79d891b90679502cf72f65492013e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-30T08:46:46Z",
    "title_canon_sha256": "96630a686f3e0cc1e77f6656e6267ec23b93d655f9b3b6ffc0924852cd2899f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.00684",
    "kind": "arxiv",
    "version": 2
  }
}