Pith Number

pith:3VMFSK2L

pith:2024:3VMFSK2L3Z2WHPSYMM2PGX6DDK

not attested not anchored not stored refs pending

Stable Diffusion-based Data Augmentation for Federated Learning with Non-IID Data

Bill Lin, Christos Louizos, Mahdi Morafah, Matthias Reisser

arxiv:2405.07925 v1 · 2024-05-13 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3VMFSK2L3Z2WHPSYMM2PGX6DDK}

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

2 papers in Pith

FedOT: Ownership Verification and Leakage Tracing via Watermarks for Federated LDMs

Generative AI and Federated Learning for Intrusion Detection Systems: A Survey

Receipt and verification

First computed	2026-07-05T08:18:36.898415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd58592b4bde7563be586334f35fc31abb67151c4e05b938d2e93e485d667dd3

Aliases

arxiv: 2405.07925 · arxiv_version: 2405.07925v1 · doi: 10.48550/arxiv.2405.07925 · pith_short_12: 3VMFSK2L3Z2W · pith_short_16: 3VMFSK2L3Z2WHPSY · pith_short_8: 3VMFSK2L

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/3VMFSK2L3Z2WHPSYMM2PGX6DDK \
  | 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: dd58592b4bde7563be586334f35fc31abb67151c4e05b938d2e93e485d667dd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3fec381177f8a4f6ed95faf84923fae18dc1e061b28e944085bbed0f29f1e14",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-13T16:57:48Z",
    "title_canon_sha256": "2a2c550409987f42d6afe27cca31b68a51ae4fa2b967b08e3171c1a1cdb9348e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07925",
    "kind": "arxiv",
    "version": 1
  }
}