Pith Number

pith:NHINJLST

pith:2020:NHINJLSTGPU7QRO7Z6ESEJDCOL

not attested not anchored not stored refs pending

Joint Parameter-and-Bandwidth Allocation for Improving the Efficiency of Partitioned Edge Learning

Dingzhu Wen, Kaibin Huang, Mehdi Bennis

arxiv:2003.04544 v3 · 2020-03-10 · cs.IT · cs.DC · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NHINJLSTGPU7QRO7Z6ESEJDCOL}

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.

Receipt and verification

First computed	2026-07-05T01:14:41.687998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69d0d4ae5333e9f845dfcf8922246272d2a7d950acaf921907a622c1174ae6ce

Aliases

arxiv: 2003.04544 · arxiv_version: 2003.04544v3 · doi: 10.48550/arxiv.2003.04544 · pith_short_12: NHINJLSTGPU7 · pith_short_16: NHINJLSTGPU7QRO7 · pith_short_8: NHINJLST

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/NHINJLSTGPU7QRO7Z6ESEJDCOL \
  | 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: 69d0d4ae5333e9f845dfcf8922246272d2a7d950acaf921907a622c1174ae6ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e6547defbbe964b06c79ebd8917bbe6187263cecbbecdb21088879dc3af16eb",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2020-03-10T05:52:15Z",
    "title_canon_sha256": "207d15cb09815ae98e56d60b23d4bd8a18aeb36a9b74ee98477e597521e6dfe4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.04544",
    "kind": "arxiv",
    "version": 3
  }
}