Pith Number

pith:TAKQ4AVD

pith:2024:TAKQ4AVDN4BVEASZ5M7VQWNUMY

not attested not anchored not stored refs pending

Hybrid Top-Down Global Causal Discovery with Local Search for Linear and Nonlinear Additive Noise Models

Jacqueline R.M.A. Maasch, Kyra Gan, Mengxiao Gao, Promit Ghosal, Sujai Hiremath

arxiv:2405.14496 v5 · 2024-05-23 · 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{TAKQ4AVDN4BVEASZ5M7VQWNUMY}

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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

When Additive Noise Meets Unobserved Mediators: Bivariate Denoising Diffusion for Causal Discovery

Receipt and verification

First computed	2026-07-05T10:00:26.230327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98150e02a36f03520259eb3f5859b4662808d242c295d87421a200352bf3ad72

Aliases

arxiv: 2405.14496 · arxiv_version: 2405.14496v5 · doi: 10.48550/arxiv.2405.14496 · pith_short_12: TAKQ4AVDN4BV · pith_short_16: TAKQ4AVDN4BVEASZ · pith_short_8: TAKQ4AVD

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/TAKQ4AVDN4BVEASZ5M7VQWNUMY \
  | 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: 98150e02a36f03520259eb3f5859b4662808d242c295d87421a200352bf3ad72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eab13308ad2d4b246b4a00b6c087e3662257c491c81c093f70de1ea6ea05bb64",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T12:28:16Z",
    "title_canon_sha256": "fb8c5cefa80fa2fb3bf8c16d9b44f1d753323c35148f3a252163398c1d228211"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14496",
    "kind": "arxiv",
    "version": 5
  }
}