Pith Number

pith:PEZJFL67

pith:2025:PEZJFL67AK6XMJ5SAZTPFV72YX

not attested not anchored not stored refs pending

The MoE-Empowered Edge LLMs Deployment: Architecture, Challenges, and Opportunities

Haijun Zhang, Muqing Li, Ning Li, Qihua Zhou, Song Guo, Tuo Zhang, Xin Yuan, Zicong Hong

arxiv:2502.08381 v1 · 2025-02-12 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PEZJFL67AK6XMJ5SAZTPFV72YX}

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

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Receipt and verification

First computed	2026-07-05T10:13:22.024959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

793292afdf02bd7627b20666f2d7fac5c164b1973a8889d47ca4c6afcaaa676d

Aliases

arxiv: 2502.08381 · arxiv_version: 2502.08381v1 · doi: 10.48550/arxiv.2502.08381 · pith_short_12: PEZJFL67AK6X · pith_short_16: PEZJFL67AK6XMJ5S · pith_short_8: PEZJFL67

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/PEZJFL67AK6XMJ5SAZTPFV72YX \
  | 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: 793292afdf02bd7627b20666f2d7fac5c164b1973a8889d47ca4c6afcaaa676d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d398e62e9636206ecff7ef055706028bad9b3db0951b2c42057995141102585",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-02-12T13:16:07Z",
    "title_canon_sha256": "220e0d18836a47a5123c56b726a620729bc5c8505179f6aa4fd782211d76567c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08381",
    "kind": "arxiv",
    "version": 1
  }
}