Pith Number

pith:YCNTSINV

pith:2025:YCNTSINVTP7OJAN7RL7NE4ZA2U

not attested not anchored not stored refs pending

Toward Malicious Clients Detection in Federated Learning

Jiaqi Wang, Minghong Fang, Wei Sun, Zhihao Dou, Zhuqing Liu

arxiv:2505.09110 v2 · 2025-05-14 · cs.CR · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YCNTSINVTP7OJAN7RL7NE4ZA2U}

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.

Receipt and verification

First computed	2026-07-05T11:09:13.399011Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c09b3921b59bfee481bf8afed27320d519f4d4add9655ef71eb1d1499487b99c

Aliases

arxiv: 2505.09110 · arxiv_version: 2505.09110v2 · doi: 10.48550/arxiv.2505.09110 · pith_short_12: YCNTSINVTP7O · pith_short_16: YCNTSINVTP7OJAN7 · pith_short_8: YCNTSINV

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/YCNTSINVTP7OJAN7RL7NE4ZA2U \
  | 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: c09b3921b59bfee481bf8afed27320d519f4d4add9655ef71eb1d1499487b99c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe61842468254fcd20d348f92d88d48112e79708c6a4994dc2185e3db33bc543",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-14T03:36:36Z",
    "title_canon_sha256": "f66a387734e3f58e0362970ac7ff9582991d82e45b5526c415760c52260b38c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.09110",
    "kind": "arxiv",
    "version": 2
  }
}