Pith Number

pith:F2YAH5IU

pith:2024:F2YAH5IU6S5B6JAJCTMKOLFL3E

not attested not anchored not stored refs pending

Federated Learning with Differential Privacy

Adrien Banse, Jan Kreischer, Xavier Oliva i J\"urgens

arxiv:2402.02230 v1 · 2024-02-03 · 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{F2YAH5IU6S5B6JAJCTMKOLFL3E}

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

FLRSP: Privacy-Preserving Federated Learning Using Randomly Selected Model Parameters

Receipt and verification

First computed	2026-07-05T07:41:12.472787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2eb003f514f4ba1f240914d8a72cabd93c3a26f92784f33d4c869dc843c170e4

Aliases

arxiv: 2402.02230 · arxiv_version: 2402.02230v1 · doi: 10.48550/arxiv.2402.02230 · pith_short_12: F2YAH5IU6S5B · pith_short_16: F2YAH5IU6S5B6JAJ · pith_short_8: F2YAH5IU

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/F2YAH5IU6S5B6JAJCTMKOLFL3E \
  | 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: 2eb003f514f4ba1f240914d8a72cabd93c3a26f92784f33d4c869dc843c170e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c668b6d07937244a43756b19f407cff8617068c321b8938d357aace7919915c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-03T18:21:38Z",
    "title_canon_sha256": "72a2671def5260d0f00df2e2080a5eb4234be61caa9b509c9aa4a053af9e74ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02230",
    "kind": "arxiv",
    "version": 1
  }
}