Pith Number

pith:VULS64NR

pith:2024:VULS64NRFSOKH5HYQ7X32YUQRW

not attested not anchored not stored refs pending

The Impact of Balancing Real and Synthetic Data on Accuracy and Fairness in Face Recognition

Andrea Atzori, Gianni Fenu, Mirko Marras, Pietro Cosseddu

arxiv:2409.02867 v1 · 2024-09-04 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VULS64NRFSOKH5HYQ7X32YUQRW}

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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

Investigation of Accuracy and Bias in Face Recognition Trained with Synthetic Data

Receipt and verification

First computed	2026-07-05T09:03:11.494270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad172f71b12c9ca3f4f887efbd62908dbf2faae4ea677829a81c37b3a35f8fec

Aliases

arxiv: 2409.02867 · arxiv_version: 2409.02867v1 · doi: 10.48550/arxiv.2409.02867 · pith_short_12: VULS64NRFSOK · pith_short_16: VULS64NRFSOKH5HY · pith_short_8: VULS64NR

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/VULS64NRFSOKH5HYQ7X32YUQRW \
  | 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: ad172f71b12c9ca3f4f887efbd62908dbf2faae4ea677829a81c37b3a35f8fec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78005695fcbc08ba41b0402a9210d8b5402f8409b69b6c2f8ac97fb004cc6b54",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-09-04T16:50:48Z",
    "title_canon_sha256": "7e105a7e40753090c0b6f6e739db516af5c01fa1a682c5a1f5324a502058cbb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.02867",
    "kind": "arxiv",
    "version": 1
  }
}