Pith Number

pith:A6CUVYJC

pith:2024:A6CUVYJCZCITLGDR5SCWGRWYOI

not attested not anchored not stored refs pending

A Closer Look into Mixture-of-Experts in Large Language Models

Jie Fu, Ka Man Lo, Zeyu Huang, Zihan Qiu, Zili Wang

arxiv:2406.18219 v3 · 2024-06-26 · cs.CL · 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{A6CUVYJCZCITLGDR5SCWGRWYOI}

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

3 papers in Pith

Behavioral and Representational Evidence of Binomial Ordering Preferences in Large Language Models

Mixture-of-Experts Can Surpass Dense LLMs Under Strictly Equal Resource

Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts

Receipt and verification

First computed	2026-07-05T11:25:02.089355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07854ae122c891359871ec856346d8722b0245a65de3277434884f9eda4a1244

Aliases

arxiv: 2406.18219 · arxiv_version: 2406.18219v3 · doi: 10.48550/arxiv.2406.18219 · pith_short_12: A6CUVYJCZCIT · pith_short_16: A6CUVYJCZCITLGDR · pith_short_8: A6CUVYJC

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/A6CUVYJCZCITLGDR5SCWGRWYOI \
  | 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: 07854ae122c891359871ec856346d8722b0245a65de3277434884f9eda4a1244

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d9df0880d2e22b9377413c871c5cba5c40e85e823e19474708dbb7fc03a9dab",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-26T10:07:57Z",
    "title_canon_sha256": "9d28bd77131343298fcbec6dd04b0f0a33eb97e2b3ae5c17c9ab4d30aba0a6dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.18219",
    "kind": "arxiv",
    "version": 3
  }
}