Pith Number

pith:JSOVQ7BQ

pith:2020:JSOVQ7BQP5H2WLDONIE5JD7OTI

not attested not anchored not stored refs pending

Learning to Detect Malicious Clients for Robust Federated Learning

Suyi Li, Tianjian Chen, Wei Wang, Yang Liu, Yong Cheng

arxiv:2002.00211 v1 · 2020-02-01 · cs.LG · cs.CR · 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{JSOVQ7BQP5H2WLDONIE5JD7OTI}

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

2 papers in Pith

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

DFedReweighting: A Unified Framework for Objective-Oriented Reweighting in Decentralized Federated Learning

Receipt and verification

First computed	2026-07-05T00:37:52.688007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c9d587c307f4fab2c6e6a09d48fee9a265e724591510ea5518ffb911003eb22

Aliases

arxiv: 2002.00211 · arxiv_version: 2002.00211v1 · doi: 10.48550/arxiv.2002.00211 · pith_short_12: JSOVQ7BQP5H2 · pith_short_16: JSOVQ7BQP5H2WLDO · pith_short_8: JSOVQ7BQ

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/JSOVQ7BQP5H2WLDONIE5JD7OTI \
  | 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: 4c9d587c307f4fab2c6e6a09d48fee9a265e724591510ea5518ffb911003eb22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d999ecd90c620ed00349331e1a33abd4124d414286c96ead9ff4022b55c60952",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-01T14:09:48Z",
    "title_canon_sha256": "fa2187b02045271d96098fd7255f89c89d53cb5923ffcb1217d7339279ba63ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.00211",
    "kind": "arxiv",
    "version": 1
  }
}