Pith Number

pith:75KFPUVU

pith:2020:75KFPUVUKPHXRPAXX3A6SR2F5H

not attested not anchored not stored refs pending

Secure Byzantine-Robust Machine Learning

Lie He, Martin Jaggi, Sai Praneeth Karimireddy

arxiv:2006.04747 v2 · 2020-06-08 · 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{75KFPUVUKPHXRPAXX3A6SR2F5H}

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

DSFL: A Dual-Server Byzantine-Resilient Federated Learning Framework via Group-Based Secure Aggregation

Receipt and verification

First computed	2026-07-05T01:43:57.553642Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff5457d2b453cf78bc17bec1e94745e9f7cac6f08a5010299c5112e4ad01233f

Aliases

arxiv: 2006.04747 · arxiv_version: 2006.04747v2 · doi: 10.48550/arxiv.2006.04747 · pith_short_12: 75KFPUVUKPHX · pith_short_16: 75KFPUVUKPHXRPAX · pith_short_8: 75KFPUVU

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/75KFPUVUKPHXRPAXX3A6SR2F5H \
  | 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: ff5457d2b453cf78bc17bec1e94745e9f7cac6f08a5010299c5112e4ad01233f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "612428567cff568550e5686288f3aa55927f3edc25162f0c3d79fec237e9c0c0",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-08T16:55:15Z",
    "title_canon_sha256": "40885217fd78f796ace4a6189761807bb23a10b7ad6e4a74e76108c981eb5c2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.04747",
    "kind": "arxiv",
    "version": 2
  }
}