Pith Number

pith:CAALNSDO

pith:2022:CAALNSDOOFYXBTEKX6JOZKWAZ3

not attested not anchored not stored refs pending

Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications

Ali Raza, Kim Duc Tran, Kim-Phuc Tran, Ludovic Koehl, Shujun Li

arxiv:2207.08486 v4 · 2022-07-18 · cs.LG · 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{CAALNSDOOFYXBTEKX6JOZKWAZ3}

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

FIDELIS: Blockchain-Enabled Protection Against Poisoning Attacks in Federated Learning

Receipt and verification

First computed	2026-07-05T10:38:29.683496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1000b6c86e717170cc8abf92ecaac0cecdfdbfdd6a99bad23c4b71af65532dff

Aliases

arxiv: 2207.08486 · arxiv_version: 2207.08486v4 · doi: 10.48550/arxiv.2207.08486 · pith_short_12: CAALNSDOOFYX · pith_short_16: CAALNSDOOFYXBTEK · pith_short_8: CAALNSDO

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/CAALNSDOOFYXBTEKX6JOZKWAZ3 \
  | 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: 1000b6c86e717170cc8abf92ecaac0cecdfdbfdd6a99bad23c4b71af65532dff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aecd0074958b29c44e72e2476e4a485c9dd6ba25142208074561dcbe7e4dfdd1",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-18T10:10:45Z",
    "title_canon_sha256": "4052ba38f7d661629d1f893c5af7d26717cbd420c751e8e7c87cc5755603685d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.08486",
    "kind": "arxiv",
    "version": 4
  }
}