Pith Number

pith:3EEC4WLP

pith:2023:3EEC4WLPZTO4NSJDEGJCFSKRLC

not attested not anchored not stored refs pending

An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects

Arnab Bhattacharyya, Thanh Vinh Vo, Tze-Yun Leong, Young Lee

arxiv:2301.00346 v1 · 2023-01-01 · cs.LG · cs.AI · 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{3EEC4WLPZTO4NSJDEGJCFSKRLC}

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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

1 paper in Pith

Federated Causal Inference in Healthcare: Methods, Challenges, and Applications

Receipt and verification

First computed	2026-07-05T05:29:45.305064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9082e596fccddc6c923219222c95158a51500ba9176a2aa0e1b1b231e39724e

Aliases

arxiv: 2301.00346 · arxiv_version: 2301.00346v1 · doi: 10.48550/arxiv.2301.00346 · pith_short_12: 3EEC4WLPZTO4 · pith_short_16: 3EEC4WLPZTO4NSJD · pith_short_8: 3EEC4WLP

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/3EEC4WLPZTO4NSJDEGJCFSKRLC \
  | 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: d9082e596fccddc6c923219222c95158a51500ba9176a2aa0e1b1b231e39724e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e8bfcef16b5625dddb73507d3a95d5213cb21f7e23b39d5317176854ac8b228",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-01T04:57:48Z",
    "title_canon_sha256": "ce918f191a6b7b2a454b39b6259afd71e4a7eabd897d06001ec0ae0e8b680be2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.00346",
    "kind": "arxiv",
    "version": 1
  }
}