Pith Number

pith:ZB6P2MR7

pith:2023:ZB6P2MR7RP4HC6LNQZJLCVBPID

not attested not anchored not stored refs pending

B-Learner: Quasi-Oracle Bounds on Heterogeneous Causal Effects Under Hidden Confounding

Andrew Jesson, Jacob Dorn, Marah Ghoummaid, Miruna Oprescu, Nathan Kallus, Uri Shalit

arxiv:2304.10577 v2 · 2023-04-20 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZB6P2MR7RP4HC6LNQZJLCVBPID}

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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

From Observational Data to Clinical Recommendations: A Causal Framework for Estimating Patient-level Treatment Effects and Learning Policies

Receipt and verification

First computed	2026-07-05T07:10:23.863586Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c87cfd323f8bf871796d8652b1542f40c892c94c63cf9df724b8c68e94940c09

Aliases

arxiv: 2304.10577 · arxiv_version: 2304.10577v2 · doi: 10.48550/arxiv.2304.10577 · pith_short_12: ZB6P2MR7RP4H · pith_short_16: ZB6P2MR7RP4HC6LN · pith_short_8: ZB6P2MR7

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/ZB6P2MR7RP4HC6LNQZJLCVBPID \
  | 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: c87cfd323f8bf871796d8652b1542f40c892c94c63cf9df724b8c68e94940c09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddeb9812c99f1b8f46439fa2547037bc3179e6eaa0c68f37b3e25f524b36e6bf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-20T18:07:19Z",
    "title_canon_sha256": "e07f78822658c1aaa773a1236db9bfd75d2457c74455ca9bb2fae443d8440c7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10577",
    "kind": "arxiv",
    "version": 2
  }
}