Pith Number

pith:HRCWJKAO

pith:2024:HRCWJKAOZUEHV4OMFZWUQUBYLT

not attested not anchored not stored refs pending

WDMoE: Wireless Distributed Mixture of Experts for Large Language Models

Liang Qian, Meixia Tao, Nan Xue, Ping Zhang, Shuguang Cui, Wenjun Zhang, Xiaodong Xu, Yaping Sun, Zhiyong Chen

arxiv:2411.06681 v1 · 2024-11-11 · cs.LG · cs.AI · cs.DC · cs.IT · 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{HRCWJKAOZUEHV4OMFZWUQUBYLT}

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

WiLLM: an Open Framework for LLM Services over Wireless Systems

Receipt and verification

First computed	2026-07-05T09:33:49.958888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c4564a80ecd087af1cc2e6d4850385cde0e99d03ba8ff7b220507e716011eaf

Aliases

arxiv: 2411.06681 · arxiv_version: 2411.06681v1 · doi: 10.48550/arxiv.2411.06681 · pith_short_12: HRCWJKAOZUEH · pith_short_16: HRCWJKAOZUEHV4OM · pith_short_8: HRCWJKAO

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/HRCWJKAOZUEHV4OMFZWUQUBYLT \
  | 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: 3c4564a80ecd087af1cc2e6d4850385cde0e99d03ba8ff7b220507e716011eaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53009aef3d7bee9a9dfa7cf315b79a2de90483a1891af9a8ccf6ad93f7801236",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-11T02:48:00Z",
    "title_canon_sha256": "6138742140de94de35bf69d7d171dee5e4e55033aa0e45bb0a4cd0ebfe2af4d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06681",
    "kind": "arxiv",
    "version": 1
  }
}