Pith Number

pith:DJOCWGHC

pith:2019:DJOCWGHC6MMKYTBOLD777IVD7T

not attested not anchored not stored refs pending

Learning Neural Causal Models from Unknown Interventions

Anirudh Goyal, Bernhard Sch\"olkopf, Chris Pal, Hugo Larochelle, Michael C. Mozer, Nan Rosemary Ke, Olexa Bilaniuk, Stefan Bauer, Yoshua Bengio

arxiv:1910.01075 v2 · 2019-10-02 · stat.ML · cs.AI · 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{DJOCWGHC6MMKYTBOLD777IVD7T}

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

7 papers in Pith

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

Visual Analysis of Multi-outcome Causal Graphs

A Unified Framework for Structure-Aware Clustering and Heterogeneous Causal Graph Learning

Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI

Delay-Empowered Causal Hierarchical Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:29:00.885063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a5c2b18e2f318ac4c2e58ffffa2a3fcdff566063ba4233d058eb1cec8cbbaf2

Aliases

arxiv: 1910.01075 · arxiv_version: 1910.01075v2 · doi: 10.48550/arxiv.1910.01075 · pith_short_12: DJOCWGHC6MMK · pith_short_16: DJOCWGHC6MMKYTBO · pith_short_8: DJOCWGHC

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/DJOCWGHC6MMKYTBOLD777IVD7T \
  | 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: 1a5c2b18e2f318ac4c2e58ffffa2a3fcdff566063ba4233d058eb1cec8cbbaf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff4811c9ede1ca807795589a3acc149f0d883fa2d2356f40ce1c3584108806c5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-10-02T16:50:15Z",
    "title_canon_sha256": "d90c7a814d46a9f321421420cbb343360a130a07c1990d3e4038610d9e8e8015"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.01075",
    "kind": "arxiv",
    "version": 2
  }
}