Pith Number

pith:YCQMHF4R

pith:2024:YCQMHF4RWAY2VOWILIJCMVBPAV

not attested not anchored not stored refs pending

Anomalous Client Detection in Federated Learning

Antonella Guzzo, Dipanwita Thakur, Giancarlo Fortino

arxiv:2411.01490 v1 · 2024-11-03 · cs.LG · cs.CR · 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{YCQMHF4RWAY2VOWILIJCMVBPAV}

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	2026-07-05T09:30:31.068480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0a0c39791b031aabac85a1226542f0559564c52684f6d63af99c7233da3f90a

Aliases

arxiv: 2411.01490 · arxiv_version: 2411.01490v1 · doi: 10.48550/arxiv.2411.01490 · pith_short_12: YCQMHF4RWAY2 · pith_short_16: YCQMHF4RWAY2VOWI · pith_short_8: YCQMHF4R

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/YCQMHF4RWAY2VOWILIJCMVBPAV \
  | 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: c0a0c39791b031aabac85a1226542f0559564c52684f6d63af99c7233da3f90a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00b6ad7dadb76a1eae91ee345d4f5efa747f3b6879e5db481415cbdf7bbe7abb",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-03T09:15:21Z",
    "title_canon_sha256": "0a8adde7ab3a12a3ff4da1e5a0960b32bf97e897141d862af211f19519377f65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01490",
    "kind": "arxiv",
    "version": 1
  }
}