Pith Number

pith:MYERHULY

pith:2019:MYERHULYREQSBKDJIYUPDVFWKS

not attested not anchored not stored refs pending

Detailed comparison of communication efficiency of split learning and federated learning

Abhishek Singh, Otkrist Gupta, Praneeth Vepakomma, Ramesh Raskar

arxiv:1909.09145 v1 · 2019-09-18 · cs.LG · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MYERHULYREQSBKDJIYUPDVFWKS}

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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

QSplitFL: Capability Aware Deep Q-Learning for Optimal Split Point Selection in Split Federated Learning

Receipt and verification

First computed	2026-07-05T00:05:55.798611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

660913d178892120a8694628f1d4b654b9d0bf749ba122da3503321227a9e550

Aliases

arxiv: 1909.09145 · arxiv_version: 1909.09145v1 · doi: 10.48550/arxiv.1909.09145 · pith_short_12: MYERHULYREQS · pith_short_16: MYERHULYREQSBKDJ · pith_short_8: MYERHULY

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/MYERHULYREQSBKDJIYUPDVFWKS \
  | 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: 660913d178892120a8694628f1d4b654b9d0bf749ba122da3503321227a9e550

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "694b8beb1543a79233537fbe5a19b24050b5cd4d71989052bb220b0bfa34ade7",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-18T21:43:33Z",
    "title_canon_sha256": "513cbf2fb5ab29e9d065564687322aa9075f55c841b512e299931951f5910045"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.09145",
    "kind": "arxiv",
    "version": 1
  }
}