Pith Number

pith:ZPRBGETN

pith:2017:ZPRBGETNF5MFZ6FN2ZZFVL6GI6

not attested not anchored not stored refs pending

Policy Learning with Observational Data

Stefan Wager, Susan Athey

arxiv:1702.02896 v6 · 2017-02-09 · math.ST · cs.LG · econ.EM · stat.ML · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZPRBGETNF5MFZ6FN2ZZFVL6GI6}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

Optimal Treatment Policy Estimation for Recurrent Events with a Competing Terminal Event: An Instrumented Difference-in-Differences Approach

Anytime-valid Optimal Policy Identification

Causal Stability Selection

Receipt and verification

First computed	2026-07-05T01:33:05.307239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbe213126d2f585cf8add6725aafc647ae44a37cf110e63440b73c94b083af58

Aliases

arxiv: 1702.02896 · arxiv_version: 1702.02896v6 · doi: 10.48550/arxiv.1702.02896 · pith_short_12: ZPRBGETNF5MF · pith_short_16: ZPRBGETNF5MFZ6FN · pith_short_8: ZPRBGETN

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/ZPRBGETNF5MFZ6FN2ZZFVL6GI6 \
  | 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: cbe213126d2f585cf8add6725aafc647ae44a37cf110e63440b73c94b083af58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc9cb6e52faa21aa48a7b965b8f6d9bd2e8108a57fcfd96be35f0bb269e1ecdc",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.EM",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2017-02-09T17:03:01Z",
    "title_canon_sha256": "e708d7d557a1922faf7023696eab392be8e7b8c62d9d5cea9bab128459549e70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.02896",
    "kind": "arxiv",
    "version": 6
  }
}