Pith Number

pith:O76647GP

pith:2020:O76647GPAOMGMCNGCNXHA5SEIB

not attested not anchored not stored refs pending

End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things

Chandra Thapa, Hyoungshick Kim, Kyuyeon Kim, Minki Kim, Seyit A. Camtepe, Sharif Abuadbba, Surya Nepal, Yansong Gao, Yeonjae Kim

arxiv:2003.13376 v2 · 2020-03-30 · cs.CR · cs.DC · 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{O76647GPAOMGMCNGCNXHA5SEIB}

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

Flexible Personalized Split Federated Learning for On-Device Fine-Tuning of Foundation Models

Receipt and verification

First computed	2026-07-05T01:23:58.694710Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77fdee7ccf03986609a6136e7076444041adae5b665ee93b93f13491aab3c62b

Aliases

arxiv: 2003.13376 · arxiv_version: 2003.13376v2 · doi: 10.48550/arxiv.2003.13376 · pith_short_12: O76647GPAOMG · pith_short_16: O76647GPAOMGMCNG · pith_short_8: O76647GP

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/O76647GPAOMGMCNGCNXHA5SEIB \
  | 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: 77fdee7ccf03986609a6136e7076444041adae5b665ee93b93f13491aab3c62b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9e99474f4891739b14d20838db480379478e204d71135f5aa00aeb69bd4539e",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-03-30T12:12:51Z",
    "title_canon_sha256": "0023a101434fb9487d98b2de7399875853dd93db2166ac3dcd891a29ff7c1866"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.13376",
    "kind": "arxiv",
    "version": 2
  }
}