Pith Number

pith:4724ALWD

pith:2020:4724ALWDHTDC6LFAIVZCJGIXQR

not attested not anchored not stored refs pending

Threats to Federated Learning: A Survey

Han Yu, Lingjuan Lyu, Qiang Yang

arxiv:2003.02133 v1 · 2020-03-04 · cs.CR · cs.LG · 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{4724ALWDHTDC6LFAIVZCJGIXQR}

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

6 papers in Pith

Are Targeted Data Poisoning Attacks as Effective as We Think?

Poisoning with A Pill: Circumventing Detection in Federated Learning

A Survey on Foundation Models for Personalized Federated Intelligence

On the Fragility of Data Attribution When Learning Is Distributed

FLARE: Adaptive Multi-Dimensional Reputation for Robust Client Reliability in Federated Learning

Receipt and verification

First computed	2026-07-05T00:45:47.045766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7f5c02ec33cc62f2ca045722499178463fb6a82dea6b2932e6aefea23b9ca13

Aliases

arxiv: 2003.02133 · arxiv_version: 2003.02133v1 · doi: 10.48550/arxiv.2003.02133 · pith_short_12: 4724ALWDHTDC · pith_short_16: 4724ALWDHTDC6LFA · pith_short_8: 4724ALWD

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/4724ALWDHTDC6LFAIVZCJGIXQR \
  | 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: e7f5c02ec33cc62f2ca045722499178463fb6a82dea6b2932e6aefea23b9ca13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ea9f32cb75146088392a64c7b35b4b0a91fc12c75b9f75f52eaefd7d4f8b8d5",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-03-04T15:30:10Z",
    "title_canon_sha256": "591208cea2ecc081dce53d7ab2bd0aee12a20669581a70ec1531ed22b0e0b079"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.02133",
    "kind": "arxiv",
    "version": 1
  }
}