Pith Number

pith:YVOHOV6P

pith:2024:YVOHOV6PEUAILK7LEDEW2ZDJF4

not attested not anchored not stored refs pending

Split Federated Learning Over Heterogeneous Edge Devices: Algorithm and Optimization

Dunbo Cai, Gang Hu, Yinglei Teng, Yunrui Sun

arxiv:2411.13907 v1 · 2024-11-21 · cs.LG · cs.AI · cs.DC · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YVOHOV6PEUAILK7LEDEW2ZDJF4}

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

StreamSplit: Continuous Audio Representation Learning via Uncertainty-Guided Adaptive Splitting

Receipt and verification

First computed	2026-07-05T09:38:38.963813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c55c7757cf250085abeb20c96d64692f26ccb8f4ad2eb5a795f8787f1fa559de

Aliases

arxiv: 2411.13907 · arxiv_version: 2411.13907v1 · doi: 10.48550/arxiv.2411.13907 · pith_short_12: YVOHOV6PEUAI · pith_short_16: YVOHOV6PEUAILK7L · pith_short_8: YVOHOV6P

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/YVOHOV6PEUAILK7LEDEW2ZDJF4 \
  | 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: c55c7757cf250085abeb20c96d64692f26ccb8f4ad2eb5a795f8787f1fa559de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "114d27374e3909ad0e2641224e1b22c485aaacc8b09edc192a3bb5aa76e36911",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T07:46:01Z",
    "title_canon_sha256": "c90f5f1e2665019dad4c671ddc404eca0d8497df38cbe374b41269cdab16a82b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13907",
    "kind": "arxiv",
    "version": 1
  }
}