Pith Number

pith:VVMN425J

pith:2023:VVMN425JPQISWDJPJXHDPW5WQP

not attested not anchored not stored refs pending

Effective and Efficient Federated Tree Learning on Hybrid Data

Bingsheng He, Bo Li, Ce Zhang, Chulin Xie, Dawn Song, Qinbin Li, Xiaojun Xu, Xiaoyuan Liu

arxiv:2310.11865 v2 · 2023-10-18 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VVMN425JPQISWDJPJXHDPW5WQP}

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	2026-07-05T08:13:27.673204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad58de6ba97c112b0d2f4dce37dbb683f62abc67873e9579c6498c77dcb7c5ff

Aliases

arxiv: 2310.11865 · arxiv_version: 2310.11865v2 · doi: 10.48550/arxiv.2310.11865 · pith_short_12: VVMN425JPQIS · pith_short_16: VVMN425JPQISWDJP · pith_short_8: VVMN425J

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/VVMN425JPQISWDJPJXHDPW5WQP \
  | 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: ad58de6ba97c112b0d2f4dce37dbb683f62abc67873e9579c6498c77dcb7c5ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c843629fcd52bc8a3e1038b175c1bd08964f2e7ecf332d78d7707e9f130e61a1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-18T10:28:29Z",
    "title_canon_sha256": "e50a2952d50fdadda2d836982f275cb321087da9a060f47afd9733e98c8d47f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.11865",
    "kind": "arxiv",
    "version": 2
  }
}