Pith Number

pith:I7YKEDGH

pith:2019:I7YKEDGHJ6RFEWQ77YNKQDPMBE

not attested not anchored not stored refs pending

Semi-Parametric Efficient Policy Learning with Continuous Actions

Greg Lewis, Mert Demirer, Vasilis Syrgkanis, Victor Chernozhukov

arxiv:1905.10116 v2 · 2019-05-24 · econ.EM · cs.LG · math.ST · stat.ML · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I7YKEDGHJ6RFEWQ77YNKQDPMBE}

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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

Optimal Policy Learning under Budget and Coverage Constraints

Receipt and verification

First computed	2026-05-17T23:40:03.427345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47f0a20cc74fa2525a1ffe1aa80dec092a408d01f639f40066f1af531d3afd8c

Aliases

arxiv: 1905.10116 · arxiv_version: 1905.10116v2 · doi: 10.48550/arxiv.1905.10116 · pith_short_12: I7YKEDGHJ6RF · pith_short_16: I7YKEDGHJ6RFEWQ7 · pith_short_8: I7YKEDGH

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/I7YKEDGHJ6RFEWQ77YNKQDPMBE \
  | 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: 47f0a20cc74fa2525a1ffe1aa80dec092a408d01f639f40066f1af531d3afd8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "791653e646390dd16bc12ac607ef446aff98bb05247b06eb93b571b2e2e4e1ea",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2019-05-24T09:51:21Z",
    "title_canon_sha256": "04b53b83e1eeb8888b0c97fe4408a2eb5fc69083e1fd910a8e57bda4939114e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.10116",
    "kind": "arxiv",
    "version": 2
  }
}