Pith Number

pith:D3KNTY7O

pith:2025:D3KNTY7O47DYOSFAFMF3VIM25E

not attested not anchored not stored refs pending

Robust Federated Learning against Noisy Clients via Masked Optimization

Lvhua Wu, Min Liu, Sheng Sun, Tian Wen, Xuefeng Jiang, Yufeng Chen, Yuwei Wang, Zhiqin Yang

arxiv:2506.02079 v1 · 2025-06-02 · cs.LG · cs.AI · cs.CV · 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{D3KNTY7O47DYOSFAFMF3VIM25E}

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	2026-07-05T11:14:32.031433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ed4d9e3eee7c78748a02b0bbaa19ae90ba6c2b465ff5172c23635d6fef7c1b6

Aliases

arxiv: 2506.02079 · arxiv_version: 2506.02079v1 · doi: 10.48550/arxiv.2506.02079 · pith_short_12: D3KNTY7O47DY · pith_short_16: D3KNTY7O47DYOSFA · pith_short_8: D3KNTY7O

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/D3KNTY7O47DYOSFAFMF3VIM25E \
  | 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: 1ed4d9e3eee7c78748a02b0bbaa19ae90ba6c2b465ff5172c23635d6fef7c1b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca24ed90029cf9bbb1954c0048fb19a4db1cbdec2d79d2cd6d4ec9282558bd0f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-02T09:35:42Z",
    "title_canon_sha256": "ba022b2505c9442ff3f4149242a6b444b2cc08e871d25787e5cea687c214ae6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02079",
    "kind": "arxiv",
    "version": 1
  }
}