Pith Number

pith:EPJ4T26S

pith:2017:EPJ4T26SZPOGUH2VVSKRA7Z4TJ

not attested not anchored not stored refs pending

Probabilistic Active Learning of Functions in Structural Causal Models

Bernhard Schoelkopf, Ilya Tolstikhin, Paul K. Rubenstein, Philipp Hennig

arxiv:1706.10234 v1 · 2017-06-30 · stat.ML · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{EPJ4T26SZPOGUH2VVSKRA7Z4TJ}

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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

Causal Structure Learning: a Bayesian approach based on random graphs

Receipt and verification

First computed	2026-05-18T00:41:09.043241Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23d3c9ebd2cbdc6a1f55ac95107f3c9a7bc837d36baeaba6c2abfd8ba563e4c2

Aliases

arxiv: 1706.10234 · arxiv_version: 1706.10234v1 · doi: 10.48550/arxiv.1706.10234 · pith_short_12: EPJ4T26SZPOG · pith_short_16: EPJ4T26SZPOGUH2V · pith_short_8: EPJ4T26S

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/EPJ4T26SZPOGUH2VVSKRA7Z4TJ \
  | 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: 23d3c9ebd2cbdc6a1f55ac95107f3c9a7bc837d36baeaba6c2abfd8ba563e4c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e4448b7565dae482f3059cdb245eb9108049372501c1ceabb45fd6f05d53701",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-06-30T15:06:57Z",
    "title_canon_sha256": "c1e781ed1bd614d7e5b00f899c05f14ab7fbc6f29212c79d243060621cd48ca3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.10234",
    "kind": "arxiv",
    "version": 1
  }
}