Pith Number

pith:XU5PT7QT

pith:2025:XU5PT7QTE4R2G32CCPJQWN27YR

not attested not anchored not stored refs pending

Not All Edges are Equally Robust: Evaluating the Robustness of Ranking-Based Federated Learning

Leo Yu Zhang, Shirui Pan, Yanjun Zhang, Yong Xiang, Zhaoxi Zhang, Zirui Gong

arxiv:2503.08976 v3 · 2025-03-12 · cs.LG · cs.CR · 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{XU5PT7QTE4R2G32CCPJQWN27YR}

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	2026-07-05T10:52:20.804842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd3af9fe132723a36f4213d30b375fc4446b02795bde5693a18a0a3061c5a724

Aliases

arxiv: 2503.08976 · arxiv_version: 2503.08976v3 · doi: 10.48550/arxiv.2503.08976 · pith_short_12: XU5PT7QTE4R2 · pith_short_16: XU5PT7QTE4R2G32C · pith_short_8: XU5PT7QT

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/XU5PT7QTE4R2G32CCPJQWN27YR \
  | 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: bd3af9fe132723a36f4213d30b375fc4446b02795bde5693a18a0a3061c5a724

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc317f44ed33fff5f3e9afef67d39cf32ff759c3cbd666dcd6ce5ad5092122c9",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-12T00:38:14Z",
    "title_canon_sha256": "f602428b298e00056186d83a68ef71461ee58145c509508ddd7a3e575fcb6507"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08976",
    "kind": "arxiv",
    "version": 3
  }
}