Pith Number

pith:5YYDRIIT

pith:2024:5YYDRIITN7NFWCTKWJDL5WZ3LY

not attested not anchored not stored refs pending

DarkFed: A Data-Free Backdoor Attack in Federated Learning

Leo Yu Zhang, Lulu Xue, Minghui Li, Shengshan Hu, Wei Wan, Yichen Wang, Yuxuan Ning

arxiv:2405.03299 v1 · 2024-05-06 · 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{5YYDRIITN7NFWCTKWJDL5WZ3LY}

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

FedBAP: Backdoor Defense via Benign Adversarial Perturbation in Federated Learning

Receipt and verification

First computed	2026-07-05T08:16:01.279787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee3038a1136fda5b0a6ab246bedb3b5e009a7ee75be0c22ea5da05d1040f7677

Aliases

arxiv: 2405.03299 · arxiv_version: 2405.03299v1 · doi: 10.48550/arxiv.2405.03299 · pith_short_12: 5YYDRIITN7NF · pith_short_16: 5YYDRIITN7NFWCTK · pith_short_8: 5YYDRIIT

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/5YYDRIITN7NFWCTKWJDL5WZ3LY \
  | 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: ee3038a1136fda5b0a6ab246bedb3b5e009a7ee75be0c22ea5da05d1040f7677

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea1dc67fe52bbe56d40f4b5b193bb75611da49da088cbea7f99083066d1caa81",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-06T09:21:15Z",
    "title_canon_sha256": "5d41de8a90cc38cc56eb932b5848fe680c784a9d158e1c9765b083d838e481f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03299",
    "kind": "arxiv",
    "version": 1
  }
}