pith. sign in
Pith Number

pith:LPJ5PMQX

pith:2017:LPJ5PMQXTFAARM2KS7BQ33RPZK
not attested not anchored not stored refs pending

Learning Functional Causal Models with Generative Neural Networks

David Lopez-Paz, Diviyan Kalainathan, Isabelle Guyon, Mich\`ele Sebag, Olivier Goudet, Philippe Caillou

arxiv:1709.05321 v3 · 2017-09-15 · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LPJ5PMQXTFAARM2KS7BQ33RPZK}

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.
Receipt and verification
First computed 2026-05-17T23:59:25.134040Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5bd3d7b217994008b34a97c30dee2fca88ded4054d07a43cf580ac33d17b1e20

Aliases

arxiv: 1709.05321 · arxiv_version: 1709.05321v3 · doi: 10.48550/arxiv.1709.05321 · pith_short_12: LPJ5PMQXTFAA · pith_short_16: LPJ5PMQXTFAARM2K · pith_short_8: LPJ5PMQX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LPJ5PMQXTFAARM2KS7BQ33RPZK \
  | 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: 5bd3d7b217994008b34a97c30dee2fca88ded4054d07a43cf580ac33d17b1e20
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c190a4307ad12eeb23941cb7ae5d16f6e43781254aedbf41d424672d29dc2269",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-09-15T17:16:21Z",
    "title_canon_sha256": "fad8685164e7b4539b48816ff5e52790289163d589f21b89e374b4fabf7ecda7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.05321",
    "kind": "arxiv",
    "version": 3
  }
}