Pith Number

pith:XLO5PPOB

pith:2024:XLO5PPOBEAPP7RPWGAYRP52UM3

not attested not anchored not stored refs pending

Theory of Mixture-of-Experts for Mobile Edge Computing

Hongbo Li, Lingjie Duan

arxiv:2412.15690 v2 · 2024-12-20 · 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{XLO5PPOBEAPP7RPWGAYRP52UM3}

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

MoE$^2$: Optimizing Collaborative Inference for Edge Large Language Models

Receipt and verification

First computed	2026-07-05T10:38:40.594772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

baddd7bdc1201effc5f6303117f75466e6e072f47341b0fc115a1f76108354ee

Aliases

arxiv: 2412.15690 · arxiv_version: 2412.15690v2 · doi: 10.48550/arxiv.2412.15690 · pith_short_12: XLO5PPOBEAPP · pith_short_16: XLO5PPOBEAPP7RPW · pith_short_8: XLO5PPOB

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/XLO5PPOBEAPP7RPWGAYRP52UM3 \
  | 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: baddd7bdc1201effc5f6303117f75466e6e072f47341b0fc115a1f76108354ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0bb0fc0f4c964a697fa7390e02ca740e42d44a1a38031b50642ad2c7a498bf3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T09:09:10Z",
    "title_canon_sha256": "755b9592f5b607b1c78dbada0d0b879f2444869c209fc3157965af9be6400563"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15690",
    "kind": "arxiv",
    "version": 2
  }
}