Pith Number

pith:ARWI46FA

pith:2021:ARWI46FAT7DWGPIH5MPPWNJJNH

not attested not anchored not stored refs pending

Efficient Neural Causal Discovery without Acyclicity Constraints

Efstratios Gavves, Phillip Lippe, Taco Cohen

arxiv:2107.10483 v3 · 2021-07-22 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ARWI46FAT7DWGPIH5MPPWNJJNH}

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

3 papers in Pith

Unsupervised Disentanglement Without Compromises : How Functional Orthogonality Enforces Identifiability

Do Real-World Datasets Contain Natural Experiments? An Empirical Study Using Causal Feature Selection

Receipt and verification

First computed	2026-07-05T04:00:02.420953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

046c8e78a09fc7633d07eb1efb352969c76e6d941545d3e76659940ee82d7930

Aliases

arxiv: 2107.10483 · arxiv_version: 2107.10483v3 · doi: 10.48550/arxiv.2107.10483 · pith_short_12: ARWI46FAT7DW · pith_short_16: ARWI46FAT7DWGPIH · pith_short_8: ARWI46FA

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/ARWI46FAT7DWGPIH5MPPWNJJNH \
  | 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: 046c8e78a09fc7633d07eb1efb352969c76e6d941545d3e76659940ee82d7930

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a047478ea7521a853dde84d4485f4616e1f3e969d1025e228f3644b5b8949d8",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-22T07:01:41Z",
    "title_canon_sha256": "890cdd060caf78cc7ba5401ceb514446d485baefce5844183d4c4156d2efbb9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.10483",
    "kind": "arxiv",
    "version": 3
  }
}