Pith Number

pith:4T6GPG2C

pith:2020:4T6GPG2CVTSQ6B4YLVYQWM2ER7

not attested not anchored not stored refs pending

Defending against Backdoors in Federated Learning with Robust Learning Rate

Murat Kantarcioglu, Mustafa Safa Ozdayi, Yulia R. Gel

arxiv:2007.03767 v4 · 2020-07-07 · 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{4T6GPG2CVTSQ6B4YLVYQWM2ER7}

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

Stealth by Conformity: Evading Robust Aggregation through Adaptive Poisoning

Receipt and verification

First computed	2026-07-05T03:01:52.358702Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4fc679b42ace50f07985d710b33448ff32b7567cfcb7fe1fa798d943cc70586

Aliases

arxiv: 2007.03767 · arxiv_version: 2007.03767v4 · doi: 10.48550/arxiv.2007.03767 · pith_short_12: 4T6GPG2CVTSQ · pith_short_16: 4T6GPG2CVTSQ6B4Y · pith_short_8: 4T6GPG2C

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/4T6GPG2CVTSQ6B4YLVYQWM2ER7 \
  | 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: e4fc679b42ace50f07985d710b33448ff32b7567cfcb7fe1fa798d943cc70586

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2bc4a19d7ab3b189e184aa44254cfe909dbd459ea7029c351831b16c7c4f1fcb",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-07T23:38:35Z",
    "title_canon_sha256": "b7ac7b8e7a50076168098d25c58c2201f0b8c0fe7f2b58d8c6495f138f9c886c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.03767",
    "kind": "arxiv",
    "version": 4
  }
}