Pith Number

pith:IV7ECLCT

pith:2024:IV7ECLCT3KWEQOB7EG5PJ72NLZ

not attested not anchored not stored refs pending

Learnable Sparse Customization in Heterogeneous Edge Computing

Jingjing Xue, Jingyuan Wang, Min Liu, Sheng Sun, Yuwei Wang, Zhuotao Liu

arxiv:2412.07216 v3 · 2024-12-10 · 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{IV7ECLCT3KWEQOB7EG5PJ72NLZ}

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

Capacity Confounds and Coverage Guarantees in Adaptive Sub-model Federated Learning

Receipt and verification

First computed	2026-07-05T10:45:15.140085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

457e412c53daac48383f21baf4ff4d5e5ea5f52f32dc3c5aa07fa9dc2dd1de83

Aliases

arxiv: 2412.07216 · arxiv_version: 2412.07216v3 · doi: 10.48550/arxiv.2412.07216 · pith_short_12: IV7ECLCT3KWE · pith_short_16: IV7ECLCT3KWEQOB7 · pith_short_8: IV7ECLCT

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/IV7ECLCT3KWEQOB7EG5PJ72NLZ \
  | 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: 457e412c53daac48383f21baf4ff4d5e5ea5f52f32dc3c5aa07fa9dc2dd1de83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15bdc4272a56426fd4ace6bbc1e45f07a533a32b09d6071e958cc25b5a376fe1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-12-10T06:14:31Z",
    "title_canon_sha256": "c2a8fe3e09b1e409a5d05e3a488095fea8c78af8ac08acb4418ff4da04356074"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07216",
    "kind": "arxiv",
    "version": 3
  }
}