Pith Number

pith:KSKYXTRF

pith:2024:KSKYXTRF76HAQWWJ3LUK3LEQFI

not attested not anchored not stored refs pending

Resource-efficient Parallel Split Learning in Heterogeneous Edge Computing

Jiannong Cao, Mingjin Zhang, Shan Jiang, Xiangchun Chen, Yuvraj Sahni

arxiv:2403.15815 v1 · 2024-03-23 · cs.DC

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\usepackage{pith}
\pithnumber{KSKYXTRF76HAQWWJ3LUK3LEQFI}

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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

P3SL: Personalized Privacy-Preserving Split Learning on Heterogeneous Edge Devices

Receipt and verification

First computed	2026-07-05T08:00:06.754941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54958bce25ff8e085ac9dae8adac902a2744625cd023dc7da13cb1e35322b14e

Aliases

arxiv: 2403.15815 · arxiv_version: 2403.15815v1 · doi: 10.48550/arxiv.2403.15815 · pith_short_12: KSKYXTRF76HA · pith_short_16: KSKYXTRF76HAQWWJ · pith_short_8: KSKYXTRF

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/KSKYXTRF76HAQWWJ3LUK3LEQFI \
  | 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: 54958bce25ff8e085ac9dae8adac902a2744625cd023dc7da13cb1e35322b14e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb47207b34a41b82897686d9dedab91b685e0a4c31d2bdca855992bf2e2603db",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-03-23T12:09:16Z",
    "title_canon_sha256": "8938acc984f1f0a244e3f87f2137fd683de90345c37e8e40feb011d4fe0a90d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.15815",
    "kind": "arxiv",
    "version": 1
  }
}