Pith Number

pith:FM4ARZBY

pith:2024:FM4ARZBY6TV3BB5DTN4GL3HE22

not attested not anchored not stored refs pending

Federated Learning with Anomaly Detection via Gradient and Reconstruction Analysis

Zahir Alsulaimawi

arxiv:2403.10000 v1 · 2024-03-15 · 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{FM4ARZBY6TV3BB5DTN4GL3HE22}

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

SecureFed: A Two-Phase Framework for Detecting Malicious Clients in Federated Learning

Receipt and verification

First computed	2026-07-05T07:56:28.543577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b3808e438f4ebb087a39b7865ece4d687cca88ada70f55a3a568b97b48f159f

Aliases

arxiv: 2403.10000 · arxiv_version: 2403.10000v1 · doi: 10.48550/arxiv.2403.10000 · pith_short_12: FM4ARZBY6TV3 · pith_short_16: FM4ARZBY6TV3BB5D · pith_short_8: FM4ARZBY

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/FM4ARZBY6TV3BB5DTN4GL3HE22 \
  | 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: 2b3808e438f4ebb087a39b7865ece4d687cca88ada70f55a3a568b97b48f159f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fcbbb7bb7faa1463b999fd83089b595d74d357301b9ad4993b2937a8fcc4cab",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-03-15T03:54:45Z",
    "title_canon_sha256": "72cfc8fb2dd914f43949e956c737355d61b7697bfcbb3637ed30ea30c742876e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10000",
    "kind": "arxiv",
    "version": 1
  }
}