Pith Number

pith:NFSBEUEJ

pith:2024:NFSBEUEJDE67NTYWE3GSX4NYME

not attested not anchored not stored refs pending

A Survey on Mixture of Experts in Large Language Models

Fan Wang, Jiayi Huang, Jing Tang, Juyong Jiang, Sunghun Kim, Weilin Cai

arxiv:2407.06204 v3 · 2024-06-26 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{NFSBEUEJDE67NTYWE3GSX4NYME}

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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

10 papers in Pith

Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models

ConceptM$^3$oE: Concept-Guided Multimodal Mixture of Experts for Interpretable Computational Pathology

Super-Linear: A Lightweight Pretrained Mixture of Linear Experts for Time Series Forecasting

Capacity-Aware Inference: Mitigating the Straggler Effect in Mixture of Experts

SoftHGNN: Soft Hypergraph Neural Networks for General Visual Recognition

Receipt and verification

First computed	2026-07-05T10:46:37.657934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6964125089193df6cf1626cd2bf1b8610a50a0e728e9a0f2e8f1def271767b25

Aliases

arxiv: 2407.06204 · arxiv_version: 2407.06204v3 · doi: 10.48550/arxiv.2407.06204 · pith_short_12: NFSBEUEJDE67 · pith_short_16: NFSBEUEJDE67NTYW · pith_short_8: NFSBEUEJ

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/NFSBEUEJDE67NTYWE3GSX4NYME \
  | 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: 6964125089193df6cf1626cd2bf1b8610a50a0e728e9a0f2e8f1def271767b25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c26507c701d046b93939a9d514421083923df35d025a10a7166fd5fa722196e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-26T16:34:33Z",
    "title_canon_sha256": "5ec74651f55fa8da2e4cae45afd05c714a01882b14481dbb9556776110f1cc83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06204",
    "kind": "arxiv",
    "version": 3
  }
}