Pith Number

pith:XJOBI4YC

pith:2022:XJOBI4YC622R3EWMC7WOPT4IYS

not attested not anchored not stored refs pending

Empirical Analysis of Model Selection for Heterogeneous Causal Effect Estimation

Brady Neal, Divyat Mahajan, Ioannis Mitliagkas, Vasilis Syrgkanis

arxiv:2211.01939 v3 · 2022-11-03 · cs.LG · cs.AI · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XJOBI4YC622R3EWMC7WOPT4IYS}

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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

2 papers in Pith

Real vs. Semi-Simulated: Rethinking Evaluation for Treatment Effect Estimation

Receipt and verification

First computed	2026-07-05T08:13:07.074277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba5c147302f6b51d92cc17ece7cf88c48263d359b7e109d9d27445a1bcaf6aa9

Aliases

arxiv: 2211.01939 · arxiv_version: 2211.01939v3 · doi: 10.48550/arxiv.2211.01939 · pith_short_12: XJOBI4YC622R · pith_short_16: XJOBI4YC622R3EWM · pith_short_8: XJOBI4YC

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/XJOBI4YC622R3EWMC7WOPT4IYS \
  | 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: ba5c147302f6b51d92cc17ece7cf88c48263d359b7e109d9d27445a1bcaf6aa9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4acbaa0c67ccc74c92121a5df7e479746b03dd2a2c604a0ce22c744081ed297",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-03T16:26:06Z",
    "title_canon_sha256": "70cde9c5cb763f8cbac10ca2dea8eaaf11e8e42b71cf188690e9d94954170f94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01939",
    "kind": "arxiv",
    "version": 3
  }
}