Pith Number

pith:2R36W7G5

pith:2025:2R36W7G5SEFRVTZLPOBDKS4MG3

not attested not anchored not stored refs pending

Robust Federated Learning against Model Perturbation in Edge Networks

Dongzi Jin, Yingyu Li, Yong Xiao

arxiv:2505.24728 v1 · 2025-05-30 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2R36W7G5SEFRVTZLPOBDKS4MG3}

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	2026-07-05T11:12:55.669075Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d477eb7cdd910b1acf2b7b82354b8c36c439472094fa69f98f2cb0f6303c3024

Aliases

arxiv: 2505.24728 · arxiv_version: 2505.24728v1 · doi: 10.48550/arxiv.2505.24728 · pith_short_12: 2R36W7G5SEFR · pith_short_16: 2R36W7G5SEFRVTZL · pith_short_8: 2R36W7G5

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/2R36W7G5SEFRVTZLPOBDKS4MG3 \
  | 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: d477eb7cdd910b1acf2b7b82354b8c36c439472094fa69f98f2cb0f6303c3024

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40c7d78b72d9a8b757fda1bbdca103ef4ac6f76ae66b95ad55727864ac354c6a",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-30T15:52:05Z",
    "title_canon_sha256": "e50f4653cbb51afd45b3dc0433a4025b1a938906d9abcc1b50382f9ebdddda03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24728",
    "kind": "arxiv",
    "version": 1
  }
}