Pith Number

pith:4SHPVA3Z

pith:2020:4SHPVA3ZFRTSWT2BGTJR3XJ2QR

not attested not anchored not stored refs pending

Privacy and Robustness in Federated Learning: Attacks and Defenses

Chen Chen, Han Yu, Jun Zhao, Lichao Sun, Lingjuan Lyu, Philip S. Yu, Qiang Yang, Xingjun Ma

arxiv:2012.06337 v3 · 2020-12-07 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4SHPVA3ZFRTSWT2BGTJR3XJ2QR}

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

LADSG: Label-Anonymized Distillation and Similar Gradient Substitution for Label Privacy in Vertical Federated Learning

Receipt and verification

First computed	2026-07-05T03:49:38.138611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e48efa83792c672b4f4134d31ddd3a844b83bb6f7fc094c502dd371444091242

Aliases

arxiv: 2012.06337 · arxiv_version: 2012.06337v3 · doi: 10.48550/arxiv.2012.06337 · pith_short_12: 4SHPVA3ZFRTS · pith_short_16: 4SHPVA3ZFRTSWT2B · pith_short_8: 4SHPVA3Z

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/4SHPVA3ZFRTSWT2BGTJR3XJ2QR \
  | 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: e48efa83792c672b4f4134d31ddd3a844b83bb6f7fc094c502dd371444091242

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9274afcb52e4d33ae0d64cf5ac83a9bede4611d468230dcc60fd14427e80d1b8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-12-07T12:11:45Z",
    "title_canon_sha256": "e8cb35b57f3c74ef6cc23b473509556454ddaf0f09c481867879b6cf8fa4b77c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.06337",
    "kind": "arxiv",
    "version": 3
  }
}