Pith Number

pith:2HP475VL

pith:2025:2HP475VLWMZRLRHKGXLRLJZTTE

not attested not anchored not stored refs pending

Federated Testing (FedTest): A New Scheme to Enhance Convergence and Mitigate Adversarial Attacks in Federating Learning

Anas Chaaban, Halim Yanikomeroglu, Mohanad Obeed, Muhamad Felemban, Mustafa Ghaleb

arxiv:2501.11167 v1 · 2025-01-19 · cs.LG · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2HP475VLWMZRLRHKGXLRLJZTTE}

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	2026-07-05T10:03:04.432119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1dfcff6abb33315c4ea35d715a733992f6c9c660a270b25be7e0a71bcec81c6

Aliases

arxiv: 2501.11167 · arxiv_version: 2501.11167v1 · doi: 10.48550/arxiv.2501.11167 · pith_short_12: 2HP475VLWMZR · pith_short_16: 2HP475VLWMZRLRHK · pith_short_8: 2HP475VL

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/2HP475VLWMZRLRHKGXLRLJZTTE \
  | 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: d1dfcff6abb33315c4ea35d715a733992f6c9c660a270b25be7e0a71bcec81c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ad8c49858a5e8500e9ebd706ccd830408f65e870a827cbc16772c3a52e0d16a",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-19T21:01:13Z",
    "title_canon_sha256": "3c7b4cc0e22e7863ab68f948b659082d1a4ffb757b3684a6ad0e2b7e57553d0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11167",
    "kind": "arxiv",
    "version": 1
  }
}