Pith Number

pith:KTBBWGB4

pith:2012:KTBBWGB4FVVWIGN3A74OJN5VPK

not attested not anchored not stored refs pending

On the Identifiability of the Post-Nonlinear Causal Model

Aapo Hyvarinen, Kun Zhang

arxiv:1205.2599 v1 · 2012-05-09 · 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{KTBBWGB4FVVWIGN3A74OJN5VPK}

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

6 papers in Pith

Learning linear acyclic causal model including Gaussian noise using ancestral relationships

Flow-based Generative Modeling of Potential Outcomes and Counterfactuals

Causal Discovery via Statistical Power (CDSP)

To Use AI as Dice of Possibilities with Timing Computation

Receipt and verification

First computed	2026-05-18T03:55:48.000410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54c21b183c2d6b6419bb07f8e4b7b57aac4635647cacd22158244c370d5d3fff

Aliases

arxiv: 1205.2599 · arxiv_version: 1205.2599v1 · doi: 10.48550/arxiv.1205.2599 · pith_short_12: KTBBWGB4FVVW · pith_short_16: KTBBWGB4FVVWIGN3 · pith_short_8: KTBBWGB4

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/KTBBWGB4FVVWIGN3A74OJN5VPK \
  | 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: 54c21b183c2d6b6419bb07f8e4b7b57aac4635647cacd22158244c370d5d3fff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4e125e76ba29dbb243501c388bf0edbab0c138867a0fe74c6f078754c2dc561",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2012-05-09T18:49:04Z",
    "title_canon_sha256": "0f2101db9dcd17315b3b05d8ff954222a9b8a288f09916ef81cdb279ab507e7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1205.2599",
    "kind": "arxiv",
    "version": 1
  }
}