Pith Number

pith:FKOVQF2X

pith:2024:FKOVQF2XSPKLSHPMHHQLRJ537V

not attested not anchored not stored refs pending

Towards Efficient and Certified Recovery from Poisoning Attacks in Federated Learning

Chee Wei Tan, Jiyuan Shen, Kwok-Yan Lam, Yu Jiang, Ziyao Liu

arxiv:2401.08216 v2 · 2024-01-16 · cs.CR · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FKOVQF2XSPKLSHPMHHQLRJ537V}

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

Network Digital Untwinning: Towards Backward Optimization of Digital Twins

Receipt and verification

First computed	2026-07-05T07:35:24.419458Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a9d58175793d4b91dec39e0b8a7bbfd6c0e475bd82e106c81db8ccb421a9c0f

Aliases

arxiv: 2401.08216 · arxiv_version: 2401.08216v2 · doi: 10.48550/arxiv.2401.08216 · pith_short_12: FKOVQF2XSPKL · pith_short_16: FKOVQF2XSPKLSHPM · pith_short_8: FKOVQF2X

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/FKOVQF2XSPKLSHPMHHQLRJ537V \
  | 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: 2a9d58175793d4b91dec39e0b8a7bbfd6c0e475bd82e106c81db8ccb421a9c0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5dc957f3b64eb407993a5e346f7f7d0c80457b3f6653aa9a107356ae48c3377",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-16T09:02:34Z",
    "title_canon_sha256": "08b8949efc2ecfa6525d688478ac462f48b4afef913e8de4427e6146f9eb3d85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08216",
    "kind": "arxiv",
    "version": 2
  }
}