Pith Number

pith:CKIXY5L2

pith:2024:CKIXY5L2QBWNODBO77LI35Y6MY

not attested not anchored not stored refs pending

Learning Decision Policies with Instrumental Variables through Double Machine Learning

Ashkan Soleymani, Daqian Shao, Francesco Quinzan, Marta Kwiatkowska

arxiv:2405.08498 v3 · 2024-05-14 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{CKIXY5L2QBWNODBO77LI35Y6MY}

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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

Cross-fitted Proximal Learning for Model-Based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:25:59.710459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12917c757a806cd70c2effd68df71e661d453ff5a8decaaed8fd19ec2e4c96dd

Aliases

arxiv: 2405.08498 · arxiv_version: 2405.08498v3 · doi: 10.48550/arxiv.2405.08498 · pith_short_12: CKIXY5L2QBWN · pith_short_16: CKIXY5L2QBWNODBO · pith_short_8: CKIXY5L2

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/CKIXY5L2QBWNODBO77LI35Y6MY \
  | 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: 12917c757a806cd70c2effd68df71e661d453ff5a8decaaed8fd19ec2e4c96dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4aedefeb9c3dcc3595b3a5214a487cb39f2c79644ba579a90adbe3cd7160bd4a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-14T10:55:04Z",
    "title_canon_sha256": "a3b226545f7b7a6e159ffe5e5a23b7c1a000c42bc235bb8a4593956ffbf11bd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.08498",
    "kind": "arxiv",
    "version": 3
  }
}