Pith Number

pith:K2YBHJGI

pith:2024:K2YBHJGIKIYOUYDHSGLQSIMEXI

not attested not anchored not stored refs pending

Defending against Data Poisoning Attacks in Federated Learning via User Elimination

Nick Galanis

arxiv:2404.12778 v1 · 2024-04-19 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K2YBHJGIKIYOUYDHSGLQSIMEXI}

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

Secure Cluster-Based Hierarchical Federated Learning in Vehicular Networks

Receipt and verification

First computed	2026-07-05T08:09:58.898573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56b013a4c85230ea60679197092184ba1b86ce1185ca45d7a726064da926fdf1

Aliases

arxiv: 2404.12778 · arxiv_version: 2404.12778v1 · doi: 10.48550/arxiv.2404.12778 · pith_short_12: K2YBHJGIKIYO · pith_short_16: K2YBHJGIKIYOUYDH · pith_short_8: K2YBHJGI

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/K2YBHJGIKIYOUYDHSGLQSIMEXI \
  | 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: 56b013a4c85230ea60679197092184ba1b86ce1185ca45d7a726064da926fdf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e1c808a4068740a3e4c548d434bd04f3b8c590b87d7e97c2884f0f18b534ebe",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-04-19T10:36:00Z",
    "title_canon_sha256": "66f1952d61362cd0800a27bf227f08eecc530ffd1c5fe9a1edcf63404a7cb3c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12778",
    "kind": "arxiv",
    "version": 1
  }
}