Pith Number

pith:CBNPNFY3

pith:2023:CBNPNFY3YVRVIRJ6TNZVQNLSJJ

not attested not anchored not stored refs pending

Kick Bad Guys Out! Conditionally Activated Anomaly Detection in Federated Learning with Zero-Knowledge Proof Verification

Baturalp Buyukates, Qifan Zhang, Salman Avestimehr, Shanshan Han, Weizhao Jin, Wenxuan Wu, Yuhang Yao

arxiv:2310.04055 v7 · 2023-10-06 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CBNPNFY3YVRVIRJ6TNZVQNLSJJ}

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

Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning

Receipt and verification

First computed	2026-07-09T01:19:33.738277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

105af6971bc56354453e9b735835724a57ebe01a2172816749072b60a61b06c9

Aliases

arxiv: 2310.04055 · arxiv_version: 2310.04055v7 · doi: 10.48550/arxiv.2310.04055 · pith_short_12: CBNPNFY3YVRV · pith_short_16: CBNPNFY3YVRVIRJ6 · pith_short_8: CBNPNFY3

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/CBNPNFY3YVRVIRJ6TNZVQNLSJJ \
  | 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: 105af6971bc56354453e9b735835724a57ebe01a2172816749072b60a61b06c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7e00a47fea050ddc0beafdcad152d37aeb8b4186663e951272093cc268c309b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-10-06T07:09:05Z",
    "title_canon_sha256": "06c883ad1b017c95c32901265a1f85db7f0a31b622cad3672241920b0f3fbbb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04055",
    "kind": "arxiv",
    "version": 7
  }
}