Pith Number

pith:DECQSGHN

pith:2025:DECQSGHN2KDWHPEQMSDMRFTSDN

not attested not anchored not stored refs pending

FLTG: Byzantine-Robust Federated Learning via Angle-Based Defense and Non-IID-Aware Weighting

Chuang Li, Gang Liu, Jianhao Wei, Lu Ai, Yanhua Wen

arxiv:2505.12851 v1 · 2025-05-19 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DECQSGHN2KDWHPEQMSDMRFTSDN}

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	2026-07-05T11:05:10.715726Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19050918edd28763bc906486c896721b7d6a511f3e1434f22265a0dc657cb395

Aliases

arxiv: 2505.12851 · arxiv_version: 2505.12851v1 · doi: 10.48550/arxiv.2505.12851 · pith_short_12: DECQSGHN2KDW · pith_short_16: DECQSGHN2KDWHPEQ · pith_short_8: DECQSGHN

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/DECQSGHN2KDWHPEQMSDMRFTSDN \
  | 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: 19050918edd28763bc906486c896721b7d6a511f3e1434f22265a0dc657cb395

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4264b7551522f1892e106e8b1c7db68470f0e903ddf86a14f420837c552dff54",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-19T08:39:07Z",
    "title_canon_sha256": "13a30b4ee00e91979aaf62b77c5350cc49ec70397178bb766ed29dca16216e24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12851",
    "kind": "arxiv",
    "version": 1
  }
}