Pith Number

pith:YHCDKLS6

pith:2024:YHCDKLS63WCCFVX2QECQMAGMMH

not attested not anchored not stored refs pending

Model-agnostic meta-learners for estimating heterogeneous treatment effects over time

Dennis Frauen, Konstantin Hess, Stefan Feuerriegel

arxiv:2407.05287 v2 · 2024-07-07 · 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{YHCDKLS63WCCFVX2QECQMAGMMH}

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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

Treatment Effect Estimation with Differentiated Networked Effect on Graph Data

Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings

Receipt and verification

First computed	2026-07-05T10:10:27.078570Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1c4352e5edd8422d6fa81050600cc61c6080d4e191717a5ee921b55587fb4ac

Aliases

arxiv: 2407.05287 · arxiv_version: 2407.05287v2 · doi: 10.48550/arxiv.2407.05287 · pith_short_12: YHCDKLS63WCC · pith_short_16: YHCDKLS63WCCFVX2 · pith_short_8: YHCDKLS6

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/YHCDKLS63WCCFVX2QECQMAGMMH \
  | 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: c1c4352e5edd8422d6fa81050600cc61c6080d4e191717a5ee921b55587fb4ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3dbd7e36c63d33610867cb6e1da96a80326a4a277a54d906947ac4f7dd7e4d77",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-07T07:07:48Z",
    "title_canon_sha256": "a5e66efe29c05865f7ba1cde28a5c28f78c30a5deaad90902dda1fb9f4c58129"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05287",
    "kind": "arxiv",
    "version": 2
  }
}