Pith Number

pith:MLHDXZDP

pith:2021:MLHDXZDPBBCHWEEGSBJYMMQYDV

not attested not anchored not stored refs pending

Learning Neural Causal Models with Active Interventions

Anirudh Goyal, Bernhard Sch\"olkopf, Michael C. Mozer, Nan Rosemary Ke, Nino Scherrer, Olexa Bilaniuk, Patrick Schwab, Stefan Bauer, Yashas Annadani, Yoshua Bengio

arxiv:2109.02429 v2 · 2021-09-06 · 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{MLHDXZDPBBCHWEEGSBJYMMQYDV}

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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

1 paper in Pith

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape

Receipt and verification

First computed	2026-07-05T04:02:18.584660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62ce3be46f08447b108690538632181d54bceba345da44a28dbd8c8ff5888425

Aliases

arxiv: 2109.02429 · arxiv_version: 2109.02429v2 · doi: 10.48550/arxiv.2109.02429 · pith_short_12: MLHDXZDPBBCH · pith_short_16: MLHDXZDPBBCHWEEG · pith_short_8: MLHDXZDP

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/MLHDXZDPBBCHWEEGSBJYMMQYDV \
  | 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: 62ce3be46f08447b108690538632181d54bceba345da44a28dbd8c8ff5888425

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad7fc8e37a5b341a919445b43d3684d6826efd3acc5232b3e0208c6a4e1a848d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-09-06T13:10:37Z",
    "title_canon_sha256": "b0e67c3e872a7818516696bc3788d8c07cade2c429e466d1485076effd701d46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.02429",
    "kind": "arxiv",
    "version": 2
  }
}