Pith Number

pith:MYG7RDBA

pith:2024:MYG7RDBATZ3VTO5KTPSEXOO5JY

not attested not anchored not stored refs pending

Applied Causal Inference Powered by ML and AI

Christian Hansen, Martin Spindler, Nathan Kallus, Vasilis Syrgkanis, Victor Chernozhukov

arxiv:2403.02467 v1 · 2024-03-04 · econ.EM · cs.LG · stat.ME · 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{MYG7RDBATZ3VTO5KTPSEXOO5JY}

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

5 papers in Pith

A Machine-Learning-Compatible Omnibus Test for Treatment Effect Heterogeneity

Decision-Focused Learning: When and Why Traditional Prediction Models Fail

From Subgroups to Population Composition: A Transportability Approach to Effect Heterogeneity

Causal Multi-Task Demand Learning

Covariate Balancing and Riesz Regression Should Be Guided by the Neyman Orthogonal Score in Debiased Machine Learning

Receipt and verification

First computed	2026-07-05T07:52:17.921437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

660df88c209e7759bbaa9be44bb9dd4e2c43ed31d334fcd70089973658212b00

Aliases

arxiv: 2403.02467 · arxiv_version: 2403.02467v1 · doi: 10.48550/arxiv.2403.02467 · pith_short_12: MYG7RDBATZ3V · pith_short_16: MYG7RDBATZ3VTO5K · pith_short_8: MYG7RDBA

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/MYG7RDBATZ3VTO5KTPSEXOO5JY \
  | 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: 660df88c209e7759bbaa9be44bb9dd4e2c43ed31d334fcd70089973658212b00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdb87c5aa2d5dd84d607a5dd848a690061a14b59d9d28954295c0a58632a6838",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2024-03-04T20:28:28Z",
    "title_canon_sha256": "1cfb51636710752a1d4053b7c9c0c4581285d46e53bf04555c4b09cbe77e3eb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02467",
    "kind": "arxiv",
    "version": 1
  }
}