Pith Number

pith:7HZDRZ5P

pith:2024:7HZDRZ5P3LNL5T3LSZ3X5LDB2C

not attested not anchored not stored refs pending

ParallelSFL: A Novel Split Federated Learning Framework Tackling Heterogeneity Issues

Chunming Qiao, Hongli Xu, Liusheng Huang, Yang Xu, Yunming Liao, Zhiwei Yao

arxiv:2410.01256 v1 · 2024-10-02 · 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{7HZDRZ5P3LNL5T3LSZ3X5LDB2C}

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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

Collaborative Inference for Large Models with Task Offloading and Early Exiting

Receipt and verification

First computed	2026-07-05T09:14:45.456758Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9f238e7afdadabecf6b96777eac61d0b0df6c8b1212a42cfaf3c05cfad9fe0d

Aliases

arxiv: 2410.01256 · arxiv_version: 2410.01256v1 · doi: 10.48550/arxiv.2410.01256 · pith_short_12: 7HZDRZ5P3LNL · pith_short_16: 7HZDRZ5P3LNL5T3L · pith_short_8: 7HZDRZ5P

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/7HZDRZ5P3LNL5T3LSZ3X5LDB2C \
  | 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: f9f238e7afdadabecf6b96777eac61d0b0df6c8b1212a42cfaf3c05cfad9fe0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd4642fac65b3480303efa2e124d4d20f3c0596b691e621a10d6a58b97beeb03",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-02T06:03:30Z",
    "title_canon_sha256": "ccf171aa00880e4c5c5187e3ac19fe4887100b9ee8f06cc29df478346962e109"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01256",
    "kind": "arxiv",
    "version": 1
  }
}