Pith Number

pith:4R365VKL

pith:2024:4R365VKLF46JUPIS3BATGDROBZ

not attested not anchored not stored refs pending

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification

Ahmad Hassanpour, Amir Zarei, Anderson Santana de Oliveira, Bian Yang, Khawla Mallat

arxiv:2412.11951 v1 · 2024-12-16 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4R365VKLF46JUPIS3BATGDROBZ}

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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

Landseer: Exploring the Machine Learning Defense Landscape

Receipt and verification

First computed	2026-07-05T09:49:54.410324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e477eed54b2f3c9a3d12d841330e2e0e57af2026183a806cd01fc711c8a0fc0b

Aliases

arxiv: 2412.11951 · arxiv_version: 2412.11951v1 · doi: 10.48550/arxiv.2412.11951 · pith_short_12: 4R365VKLF46J · pith_short_16: 4R365VKLF46JUPIS · pith_short_8: 4R365VKL

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/4R365VKLF46JUPIS3BATGDROBZ \
  | 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: e477eed54b2f3c9a3d12d841330e2e0e57af2026183a806cd01fc711c8a0fc0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69e772ec029ca68f136a5d78739c7397052b97be0bc7b48623f36591e9accac3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T16:35:31Z",
    "title_canon_sha256": "cba8920d1d5fcc968dfa05f51d8eeef41e052c69c997fc4b199ae4eeab5cd4f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11951",
    "kind": "arxiv",
    "version": 1
  }
}