Pith Number

pith:VYICRFHK

pith:2024:VYICRFHKIODSHWJGV6YFTXCGMZ

not attested not anchored not stored refs pending

Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning

Lin Wang, Xiaoying Tang, Yang Chen, Yongxin Guo

arxiv:2407.04460 v1 · 2024-07-05 · 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{VYICRFHKIODSHWJGV6YFTXCGMZ}

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.

Cited by

1 paper in Pith

Receipt and verification

First computed	2026-07-05T08:40:33.963184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae102894ea438723d926afb059dc466655d3dac9bf1ca046e6041c0d7ec4aa97

Aliases

arxiv: 2407.04460 · arxiv_version: 2407.04460v1 · doi: 10.48550/arxiv.2407.04460 · pith_short_12: VYICRFHKIODS · pith_short_16: VYICRFHKIODSHWJG · pith_short_8: VYICRFHK

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/VYICRFHKIODSHWJGV6YFTXCGMZ \
  | 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: ae102894ea438723d926afb059dc466655d3dac9bf1ca046e6041c0d7ec4aa97

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba3865b966bed14db54671fd3f3e8e796ceff35753eba1a6f7861ca3a2f959a3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-05T12:10:54Z",
    "title_canon_sha256": "756f29ce13cef244cbb5860f9a5940572b5d73e9c811ed3885ee24f50aa8d62b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04460",
    "kind": "arxiv",
    "version": 1
  }
}