Pith. sign in
Pith Number

pith:UGMA3OZ2

pith:2023:UGMA3OZ2QS4YPAJ3O7LJQSH7CW
not attested not anchored not stored refs pending

Delving into the Adversarial Robustness of Federated Learning

Bo Li, Chao Wu, Chen Chen, Jie Zhang, Lingjuan Lyu, Shouhong Ding, Shuang Wu

arxiv:2302.09479 v1 · 2023-02-19 · cs.LG · cs.AI · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UGMA3OZ2QS4YPAJ3O7LJQSH7CW}

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.
Receipt and verification
First computed 2026-07-05T05:43:26.154473Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a1980dbb3a84b987813b77d69848ff15a565517c19f95eb0847fa7595eee2d14

Aliases

arxiv: 2302.09479 · arxiv_version: 2302.09479v1 · doi: 10.48550/arxiv.2302.09479 · pith_short_12: UGMA3OZ2QS4Y · pith_short_16: UGMA3OZ2QS4YPAJ3 · pith_short_8: UGMA3OZ2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UGMA3OZ2QS4YPAJ3O7LJQSH7CW \
  | 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: a1980dbb3a84b987813b77d69848ff15a565517c19f95eb0847fa7595eee2d14
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "772351816d12d4a8b50836a00e76059d05f28b3220f29a8adac37f4f08eeafe0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-19T04:54:25Z",
    "title_canon_sha256": "bcfe6187368bfd037aea6b65fca8fcb5b27f16513dd1f9a6fcb8430adc0d797b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.09479",
    "kind": "arxiv",
    "version": 1
  }
}