Pith Number

pith:5REPF77O

pith:2023:5REPF77O66Y7ZIBTWC2KNF4ZRN

not attested not anchored not stored refs pending

FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware Scheduler

E. A. Huerta, Gagandeep Singh, Han Chen, Kibaek Kim, Pranshu Chaturvedi, Ravi Madduri, Shilan He, Volodymyr Kindratenko, Zilinghan Li

arxiv:2309.14675 v2 · 2023-09-26 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5REPF77O66Y7ZIBTWC2KNF4ZRN}

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

CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning

Receipt and verification

First computed	2026-07-05T07:54:33.006981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec48f2ffeef7b1fca033b0b4a697998b7c4bcbb728b06399bbcea8d20c768c8e

Aliases

arxiv: 2309.14675 · arxiv_version: 2309.14675v2 · doi: 10.48550/arxiv.2309.14675 · pith_short_12: 5REPF77O66Y7 · pith_short_16: 5REPF77O66Y7ZIBT · pith_short_8: 5REPF77O

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/5REPF77O66Y7ZIBTWC2KNF4ZRN \
  | 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: ec48f2ffeef7b1fca033b0b4a697998b7c4bcbb728b06399bbcea8d20c768c8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff9beb43d6c4f19926792fefdeadd77f50c74c85456923e0debc45b914aee1da",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-26T05:03:13Z",
    "title_canon_sha256": "6ad0a041438a21fe64cb6bf928dab822321dffb6eb8e2b540491028f35dd7fa4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14675",
    "kind": "arxiv",
    "version": 2
  }
}