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Pith Number

pith:ASHVTJMC

pith:2022:ASHVTJMCYXORJT2ZHUCR2KNIHH
not attested not anchored not stored refs pending

Active Learning for Optimal Intervention Design in Causal Models

Caroline Uhler, Chandler Squires, Jiaqi Zhang, Louis Cammarata, Themistoklis P. Sapsis

arxiv:2209.04744 v2 · 2022-09-10 · cs.LG · stat.ME

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\usepackage{pith}
\pithnumber{ASHVTJMCYXORJT2ZHUCR2KNIHH}

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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

Receipt and verification
First computed 2026-07-05T06:41:45.204332Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

048f59a582c5dd14cf593d051d29a839cd5200e1bb59be034343b703c7355bc4

Aliases

arxiv: 2209.04744 · arxiv_version: 2209.04744v2 · doi: 10.48550/arxiv.2209.04744 · pith_short_12: ASHVTJMCYXOR · pith_short_16: ASHVTJMCYXORJT2Z · pith_short_8: ASHVTJMC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ASHVTJMCYXORJT2ZHUCR2KNIHH \
  | 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: 048f59a582c5dd14cf593d051d29a839cd5200e1bb59be034343b703c7355bc4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4828dd6b945a88a9e25c4135c68fd98cad6a67fa4045b07a5249968480a6dbe4",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-10T20:40:30Z",
    "title_canon_sha256": "c0342e2dd40353951b933b595aa89e11b4d5a84540fe91ac7d015f44f3b2b82b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.04744",
    "kind": "arxiv",
    "version": 2
  }
}