Pith Number

pith:E4UD7GNZ

pith:2022:E4UD7GNZI2SSP6AL2D5JKRV2BH

not attested not anchored not stored refs pending

Learning to Induce Causal Structure

Anirudh Goyal, Danilo Jimenez Rezende, Jane Wang, Jorg Bornschein, Matthew Botvinic, Melanie Rey, Michael Mozer, Nan Rosemary Ke, Silvia Chiappa, Theophane Weber

arxiv:2204.04875 v2 · 2022-04-11 · 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{E4UD7GNZI2SSP6AL2D5JKRV2BH}

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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

5 papers in Pith

Test Time Training for Supervised Causal Learning

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

Unsupervised Causal Abstractions Discovery

Amortized Inference of Causal Models via Conditional Fixed-Point Iterations

TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second

Receipt and verification

First computed	2026-07-05T05:04:28.706094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27283f99b946a527f80bd0fa9546ba09eedaf056b9caf760f6ca090f5db14f22

Aliases

arxiv: 2204.04875 · arxiv_version: 2204.04875v2 · doi: 10.48550/arxiv.2204.04875 · pith_short_12: E4UD7GNZI2SS · pith_short_16: E4UD7GNZI2SSP6AL · pith_short_8: E4UD7GNZ

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/E4UD7GNZI2SSP6AL2D5JKRV2BH \
  | 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: 27283f99b946a527f80bd0fa9546ba09eedaf056b9caf760f6ca090f5db14f22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d35574c69d2ec17a48548481f15854b3ffc4f7fefc85fcb556c118bb1b4484c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-04-11T05:38:22Z",
    "title_canon_sha256": "10da4a4da49bd8e58f569d211b63e7ab9378f37b21c2b266a28bf8ab54a8c965"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.04875",
    "kind": "arxiv",
    "version": 2
  }
}