Pith Number

pith:EW2I64MW

pith:2021:EW2I64MWO5HOTSW4CYLWS7SQWO

not attested not anchored not stored refs pending

ABC-FL: Anomalous and Benign client Classification in Federated Learning

Hyejun Jeong, Joonyong Hwang, Tai Myung Chung

arxiv:2108.04551 v4 · 2021-08-10 · cs.LG · cs.AI · 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{EW2I64MWO5HOTSW4CYLWS7SQWO}

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

Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack

Receipt and verification

First computed	2026-07-05T05:21:22.888966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25b48f7196774ee9cadc1617697e50b3ae96ef1d628d9b89ac724a91f8031fae

Aliases

arxiv: 2108.04551 · arxiv_version: 2108.04551v4 · doi: 10.48550/arxiv.2108.04551 · pith_short_12: EW2I64MWO5HO · pith_short_16: EW2I64MWO5HOTSW4 · pith_short_8: EW2I64MW

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/EW2I64MWO5HOTSW4CYLWS7SQWO \
  | 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: 25b48f7196774ee9cadc1617697e50b3ae96ef1d628d9b89ac724a91f8031fae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "793d39ee20229380f6924145354b0e4267a88c72bb8330ffeb2b55dece675646",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-10T09:54:25Z",
    "title_canon_sha256": "6956be9ee976abd12b24827e0761e2e3edcfaef4e48a78dc544ec9e6895d4deb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.04551",
    "kind": "arxiv",
    "version": 4
  }
}