Pith Number

pith:T2N4M6IT

pith:2022:T2N4M6IT2OGBXBJN64LTWC2TRX

not attested not anchored not stored refs pending

Efficient Heterogeneous Treatment Effect Estimation With Multiple Experiments and Multiple Outcomes

Adam Lerer, Alex Peysakhovich, Ariel Evnine, Caroline Lo, Israel Nir, Leon Yao, Sarah Tan

arxiv:2206.04907 v1 · 2022-06-10 · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T2N4M6IT2OGBXBJN64LTWC2TRX}

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

1 paper in Pith

A Diffusion-Based Method for Learning the Multi-Outcome Distribution of Medical Treatments

Receipt and verification

First computed	2026-07-05T04:30:45.520175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e9bc67913d38c1b852df7173b0b538ddf7a73cb96209ca97c37cbeaa36cfa22

Aliases

arxiv: 2206.04907 · arxiv_version: 2206.04907v1 · doi: 10.48550/arxiv.2206.04907 · pith_short_12: T2N4M6IT2OGB · pith_short_16: T2N4M6IT2OGBXBJN · pith_short_8: T2N4M6IT

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/T2N4M6IT2OGBXBJN64LTWC2TRX \
  | 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: 9e9bc67913d38c1b852df7173b0b538ddf7a73cb96209ca97c37cbeaa36cfa22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f813bd07cbb0a7131001a33b841e2cfc2412441e28fa9d37327593661c08a0a5",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-10T07:06:34Z",
    "title_canon_sha256": "6d7b87ad88d05939fb136d70f47c8c57e07e83110191022b97d3c289737ca97d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04907",
    "kind": "arxiv",
    "version": 1
  }
}