Pith. sign in
Pith Number

pith:OLRNJLLP

pith:2025:OLRNJLLPC6YJX6LRWO25OU4BY5
not attested not anchored not stored refs pending

FL-CLEANER: byzantine and backdoor defense by CLustering Errors of Activation maps in Non-iid fedErated leaRning

Gouenou Coatrieux, Mehdi Ben Ghali, Reda Bellafqira

arxiv:2501.12123 v2 · 2025-01-21 · cs.CR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OLRNJLLPC6YJX6LRWO25OU4BY5}

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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 2026-07-05T12:02:39.788066Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

72e2d4ad6f17b09bf971b3b5d75381c75a698ba9a207a6eee51d1bc7917d5c90

Aliases

arxiv: 2501.12123 · arxiv_version: 2501.12123v2 · doi: 10.48550/arxiv.2501.12123 · pith_short_12: OLRNJLLPC6YJ · pith_short_16: OLRNJLLPC6YJX6LR · pith_short_8: OLRNJLLP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OLRNJLLPC6YJX6LRWO25OU4BY5 \
  | 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: 72e2d4ad6f17b09bf971b3b5d75381c75a698ba9a207a6eee51d1bc7917d5c90
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0fd7aacc4b53ef07c13ccfcb9d7093e6e8b54ba1062ea858629e3762032b105a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-01-21T13:37:28Z",
    "title_canon_sha256": "4dd653c23762060e1c3ff5b586a3aeb7e5d2a8953ac2a1fcf7ab37c8cd806874"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12123",
    "kind": "arxiv",
    "version": 2
  }
}