Pith Number

pith:M7VMO3ZF

pith:2022:M7VMO3ZFAWJ5B2H6VAOD7XV43H

not attested not anchored not stored refs pending

Multi-Resource Allocation for On-Device Distributed Federated Learning Systems

Dusit Niyato, Han Yu, Yue Xiao, Yulan Gao, Zehui Xiong, Ziqiang Ye

arxiv:2211.00481 v1 · 2022-11-01 · eess.SY · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M7VMO3ZFAWJ5B2H6VAOD7XV43H}

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	2026-07-05T05:12:23.089862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67eac76f250593d0e8fea81c3fdebcd9e1d2e893d99597164d64116d8c41d54e

Aliases

arxiv: 2211.00481 · arxiv_version: 2211.00481v1 · doi: 10.48550/arxiv.2211.00481 · pith_short_12: M7VMO3ZFAWJ5 · pith_short_16: M7VMO3ZFAWJ5B2H6 · pith_short_8: M7VMO3ZF

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/M7VMO3ZFAWJ5B2H6VAOD7XV43H \
  | 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: 67eac76f250593d0e8fea81c3fdebcd9e1d2e893d99597164d64116d8c41d54e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa83571dac0d9e307c83323e87463353c11bef196e146f2acc872b6ccb996f75",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-11-01T14:16:05Z",
    "title_canon_sha256": "c3a8d846f5dab898cd43f7951cbde7f3fa42f0f2b4fc8877acbf1a7b953d2247"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00481",
    "kind": "arxiv",
    "version": 1
  }
}