Pith Number

pith:NPBU66YT

pith:2023:NPBU66YT3HJBLLWBTQC3VEJZR2

not attested not anchored not stored refs pending

SecureBoost Hyperparameter Tuning via Multi-Objective Federated Learning

Linghua Yang, Lixin Fan, Qiang Yang, Yan Kang, Yongxin Tong, Ziyao Ren

arxiv:2307.10579 v3 · 2023-07-20 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NPBU66YT3HJBLLWBTQC3VEJZR2}

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	2026-07-05T06:39:04.956060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bc34f7b13d9d215aec19c05ba91398eacfbaa2569d8d8c9c01955626ccd6747

Aliases

arxiv: 2307.10579 · arxiv_version: 2307.10579v3 · doi: 10.48550/arxiv.2307.10579 · pith_short_12: NPBU66YT3HJB · pith_short_16: NPBU66YT3HJBLLWB · pith_short_8: NPBU66YT

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/NPBU66YT3HJBLLWBTQC3VEJZR2 \
  | 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: 6bc34f7b13d9d215aec19c05ba91398eacfbaa2569d8d8c9c01955626ccd6747

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98e4e9e18bed8ba8455358227f6ea474c0a567284ad22d13cff43cc2d15e4c52",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-20T04:45:59Z",
    "title_canon_sha256": "19e572a5dc59b507cae6ead8bf7fc6ff15a98037aea963761f07029b0980a472"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10579",
    "kind": "arxiv",
    "version": 3
  }
}