Pith Number

pith:L54POIEC

pith:2021:L54POIEC46CU62BCPCWPEV6UOW

not attested not anchored not stored refs pending

DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks

Boris van Breugel, Jeroen Berrevoets, Mihaela van der Schaar, Trent Kyono

arxiv:2110.12884 v2 · 2021-10-25 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L54POIEC46CU62BCPCWPEV6UOW}

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

3 papers in Pith

Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms

Prognostic Value of Lung Ultrasound Biomarkers for Readmission Risk in Congestive Heart Failure: A Pilot Data-Driven Analysis

A Comprehensive Guide to Differential Privacy: From Theory to User Expectations

Receipt and verification

First computed	2026-07-05T03:29:19.469501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f78f72082e7854f682278acf257d47593c01fbce5bd10eba0dcd96e27e439a5

Aliases

arxiv: 2110.12884 · arxiv_version: 2110.12884v2 · doi: 10.48550/arxiv.2110.12884 · pith_short_12: L54POIEC46CU · pith_short_16: L54POIEC46CU62BC · pith_short_8: L54POIEC

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/L54POIEC46CU62BCPCWPEV6UOW \
  | 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: 5f78f72082e7854f682278acf257d47593c01fbce5bd10eba0dcd96e27e439a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3eee941652ecf5b9ee0ed07afe2acf2d5ccbfeae35f559b26ba72b364f83f8b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-25T12:39:56Z",
    "title_canon_sha256": "5fd5618936f32ce11bdebe6e67432231055d041e4d15c871c29728c154c4f2ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.12884",
    "kind": "arxiv",
    "version": 2
  }
}