Pith Number

pith:3VOPWTST

pith:2024:3VOPWTST73XOEHFMFTS3YIXALS

not attested not anchored not stored refs pending

Communication-Efficient Federated Learning under Dynamic Device Arrival and Departure: Convergence Analysis and Algorithm Design

Christopher G. Brinton, Dong-Jun Han, Mung Chiang, Seyyedali Hosseinalipour, Zhan-Lun Chang

arxiv:2410.05662 v4 · 2024-10-08 · 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{3VOPWTST73XOEHFMFTS3YIXALS}

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	2026-06-09T02:07:00.620238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd5cfb4e53feeee21cac2ce5bc22e05c8b676a1206b1ec3117e30cab9fcb8131

Aliases

arxiv: 2410.05662 · arxiv_version: 2410.05662v4 · doi: 10.48550/arxiv.2410.05662 · pith_short_12: 3VOPWTST73XO · pith_short_16: 3VOPWTST73XOEHFM · pith_short_8: 3VOPWTST

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/3VOPWTST73XOEHFMFTS3YIXALS \
  | 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: dd5cfb4e53feeee21cac2ce5bc22e05c8b676a1206b1ec3117e30cab9fcb8131

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0e940c93db1029c57ec81a3b65c94670b3aa0266d9b7faf263f8cb5416fcd05",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T03:22:14Z",
    "title_canon_sha256": "6e2fdb4d6c6d38b4689682b2792428f6c7c675da7d16ea197267b46aa710eb70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05662",
    "kind": "arxiv",
    "version": 4
  }
}