Pith Number

pith:TYPI24M7

pith:2024:TYPI24M7CBYF2DGUMLQWIHKMTM

not attested not anchored not stored refs pending

LoByITFL: Low Communication Secure and Private Federated Learning

Christoph Hofmeister, Maximilian Egger, Rawad Bitar, Yue Xia

arxiv:2405.19217 v2 · 2024-05-29 · cs.IT · cs.CR · cs.DC · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TYPI24M7CBYF2DGUMLQWIHKMTM}

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

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Receipt and verification

First computed	2026-07-05T11:20:44.717723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e1e8d719f10705d0cd462e1641d4c9b06bc0bf8fa8ee90f72d2598fb0961152

Aliases

arxiv: 2405.19217 · arxiv_version: 2405.19217v2 · doi: 10.48550/arxiv.2405.19217 · pith_short_12: TYPI24M7CBYF · pith_short_16: TYPI24M7CBYF2DGU · pith_short_8: TYPI24M7

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/TYPI24M7CBYF2DGUMLQWIHKMTM \
  | 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: 9e1e8d719f10705d0cd462e1641d4c9b06bc0bf8fa8ee90f72d2598fb0961152

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "441d516f7854f29e38b3ea74348fc6dd3ffdcf90b560e00b66596b0e71acf25a",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2024-05-29T16:00:19Z",
    "title_canon_sha256": "d4d328dfcdf77ff1c6e4b75f04b0b34ab29d96383499c226856c69d94b7c31eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19217",
    "kind": "arxiv",
    "version": 2
  }
}