Pith Number

pith:2PE4SF6O

pith:2024:2PE4SF6OLBVYZVGUSNUN26DQ37

not attested not anchored not stored refs pending

Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis

Aur\'elien Bellet, Julie Josse, R\'emi Khellaf

arxiv:2410.16870 v2 · 2024-10-22 · stat.ML · cs.LG · math.ST · 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{2PE4SF6OLBVYZVGUSNUN26DQ37}

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

Fed-CausalDiff: Decoupled Synchronization for Federated Do-Simulation and Policy Evaluation

Receipt and verification

First computed	2026-07-05T10:38:37.292855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3c9c917ce586b8cd4d49368dd7870dfefc3fd116979abc35da90ba0172f5434

Aliases

arxiv: 2410.16870 · arxiv_version: 2410.16870v2 · doi: 10.48550/arxiv.2410.16870 · pith_short_12: 2PE4SF6OLBVY · pith_short_16: 2PE4SF6OLBVYZVGU · pith_short_8: 2PE4SF6O

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/2PE4SF6OLBVYZVGUSNUN26DQ37 \
  | 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: d3c9c917ce586b8cd4d49368dd7870dfefc3fd116979abc35da90ba0172f5434

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81fd3b6a3ae3d621398eb40bfb9be868d9ffd67b00c356a4896a35d3e77c87fd",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-22T10:19:17Z",
    "title_canon_sha256": "62b37d01d863d3c8cc500efeadfd53a1929cb07d9fcebde3d496be48344bcf59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16870",
    "kind": "arxiv",
    "version": 2
  }
}