Pith Number

pith:IB75S3VZ

pith:2024:IB75S3VZXPN2HDIFKT77VSHMPP

not attested not anchored not stored refs pending

Advancing Hybrid Defense for Byzantine Attacks in Federated Learning

Chau-Wai Wong, Huaiyu Dai, Kai Yue, Richeng Jin

arxiv:2409.06474 v3 · 2024-09-10 · 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{IB75S3VZXPN2HDIFKT77VSHMPP}

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

FLARE: Adaptive Multi-Dimensional Reputation for Robust Client Reliability in Federated Learning

Receipt and verification

First computed	2026-07-05T11:20:46.150617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

407fd96eb9bbdba38d0554fffac8ec7beb173272d2e576250900d7e1edaa1c45

Aliases

arxiv: 2409.06474 · arxiv_version: 2409.06474v3 · doi: 10.48550/arxiv.2409.06474 · pith_short_12: IB75S3VZXPN2 · pith_short_16: IB75S3VZXPN2HDIF · pith_short_8: IB75S3VZ

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/IB75S3VZXPN2HDIFKT77VSHMPP \
  | 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: 407fd96eb9bbdba38d0554fffac8ec7beb173272d2e576250900d7e1edaa1c45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb38034fe0c4f0f2ac0e5195e15f77c8af28f133cade0cdc3ce3cb54adb24a27",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-09-10T13:04:13Z",
    "title_canon_sha256": "c03e1d0b92ee3f3d73f415ae6305e32bec96f2c0a30b650365ab49a8e36b06e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.06474",
    "kind": "arxiv",
    "version": 3
  }
}