Pith Number

pith:6FFOC7YU

pith:2024:6FFOC7YURGGJ2LAR35FMPLZJLR

not attested not anchored not stored refs pending

Visualizing the Shadows: Unveiling Data Poisoning Behaviors in Federated Learning

Junkai Zhang, Juntao Chen, Ka-Ho Chow, Mohamed Rahouti, Wenqi Wei, Xiang Li, Xueqing Zhang, Ying Mao, Yuchen Liu

arxiv:2405.16707 v1 · 2024-05-26 · 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{6FFOC7YURGGJ2LAR35FMPLZJLR}

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

PCDM: A Diffusion-Based Data Poisoning Attack Against Federated Learning Systems

Receipt and verification

First computed	2026-07-05T08:23:34.284169Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f14ae17f14898c9d2c11df4ac7af295c5ac060540bd5283ba322fd19b7dc1516

Aliases

arxiv: 2405.16707 · arxiv_version: 2405.16707v1 · doi: 10.48550/arxiv.2405.16707 · pith_short_12: 6FFOC7YURGGJ · pith_short_16: 6FFOC7YURGGJ2LAR · pith_short_8: 6FFOC7YU

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/6FFOC7YURGGJ2LAR35FMPLZJLR \
  | 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: f14ae17f14898c9d2c11df4ac7af295c5ac060540bd5283ba322fd19b7dc1516

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa8258a0fb9cf98dda4414153c1075a049f494be582cd6380924c70440f977ae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-26T21:58:32Z",
    "title_canon_sha256": "954a3be3d4ce2a6816f27f51036419bf6f2c8d2add1fab5407fcc0306ff60e63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16707",
    "kind": "arxiv",
    "version": 1
  }
}