Pith Number

pith:NGQME2WZ

pith:2018:NGQME2WZRUGPR3FUYG236PV5JY

not attested not anchored not stored refs pending

Mitigating Sybils in Federated Learning Poisoning

Chris J.M. Yoon, Clement Fung, Ivan Beschastnikh

arxiv:1808.04866 v5 · 2018-08-14 · cs.LG · cs.CR · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NGQME2WZRUGPR3FUYG236PV5JY}

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

9 papers in Pith

Secure Decentralized Federated Learning via Gossip and Virtual Voting

FedMark-FM: Auditable, Risk-Adjusted Data Markets for Federated Foundation-Model Adaptation

FedOT: Ownership Verification and Leakage Tracing via Watermarks for Federated LDMs

BoBa: Boosting Backdoor Detection through Data Distribution Inference in Federated Learning

Poisoning with A Pill: Circumventing Detection in Federated Learning

Receipt and verification

First computed	2026-07-05T01:19:23.358890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69a0c26ad98d0cf8ecb4c1b5bf3ebd4e26b51ee225692e5f0d80b7a6d4d2d259

Aliases

arxiv: 1808.04866 · arxiv_version: 1808.04866v5 · doi: 10.48550/arxiv.1808.04866 · pith_short_12: NGQME2WZRUGP · pith_short_16: NGQME2WZRUGPR3FU · pith_short_8: NGQME2WZ

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/NGQME2WZRUGPR3FUYG236PV5JY \
  | 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: 69a0c26ad98d0cf8ecb4c1b5bf3ebd4e26b51ee225692e5f0d80b7a6d4d2d259

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62ac945003d858e9559c18b3bab3b0c05ccb1078997ac2fdce42a1966489f3ee",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-14T19:20:35Z",
    "title_canon_sha256": "517d702ee90af848a85a9bed51fc4e4b5fac0fdc6e320c8e08630a7c23902214"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.04866",
    "kind": "arxiv",
    "version": 5
  }
}