Pith Number

pith:TJGVVC2Q

pith:2023:TJGVVC2QMP4CV2UXSENDGYNTC2

not attested not anchored not stored refs pending

Automated discovery of trade-off between utility, privacy and fairness in machine learning models

Andrei Paleyes, Bogdan Ficiu, Neil D. Lawrence

arxiv:2311.15691 v1 · 2023-11-27 · cs.LG · cs.CR · cs.CY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TJGVVC2QMP4CV2UXSENDGYNTC2}

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

1 paper in Pith

Balancing Fairness, Privacy, and Accuracy: A Multitask Adversarial Framework for Centralized Data-Driven Systems

Receipt and verification

First computed	2026-07-05T07:17:08.068243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a4d5a8b5063f82aea97911a3361b316a10679e43a1de51a1e3080bf23d1bdef

Aliases

arxiv: 2311.15691 · arxiv_version: 2311.15691v1 · doi: 10.48550/arxiv.2311.15691 · pith_short_12: TJGVVC2QMP4C · pith_short_16: TJGVVC2QMP4CV2UX · pith_short_8: TJGVVC2Q

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/TJGVVC2QMP4CV2UXSENDGYNTC2 \
  | 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: 9a4d5a8b5063f82aea97911a3361b316a10679e43a1de51a1e3080bf23d1bdef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc1896ec3c3fa15226b4bbc0510b8ec0c237f75cdc70a7c7f8160c3180092dd3",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-27T10:28:44Z",
    "title_canon_sha256": "31536c6a413ec9bde6916ba16e0a8a1d95a77b6aafd3cdfaa1132c4fe2b837de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15691",
    "kind": "arxiv",
    "version": 1
  }
}