Pith Number

pith:RGZ3R2IA

pith:2024:RGZ3R2IAOAQF6MXFH67NVGPLDD

not attested not anchored not stored refs pending

Toward Inference-optimal Mixture-of-Expert Large Language Models

Eric P Xing, Hao Zhang, Longfei Yun, Yao Fu, Yonghao Zhuang

arxiv:2404.02852 v1 · 2024-04-03 · cs.LG

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\usepackage{pith}
\pithnumber{RGZ3R2IAOAQF6MXFH67NVGPLDD}

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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

3 papers in Pith

Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

Lynx: Enabling Efficient MoE Inference through Dynamic Batch-Aware Expert Selection

HELLoRA: Hot Experts Layer-Level Low-Rank Adaptation for Mixture-of-Experts Models

Receipt and verification

First computed	2026-07-05T08:04:01.973455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89b3b8e90070205f32e53fbeda99eb18c7c005519953af0ad2c2c9ba52ed25a2

Aliases

arxiv: 2404.02852 · arxiv_version: 2404.02852v1 · doi: 10.48550/arxiv.2404.02852 · pith_short_12: RGZ3R2IAOAQF · pith_short_16: RGZ3R2IAOAQF6MXF · pith_short_8: RGZ3R2IA

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/RGZ3R2IAOAQF6MXFH67NVGPLDD \
  | 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: 89b3b8e90070205f32e53fbeda99eb18c7c005519953af0ad2c2c9ba52ed25a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae56ab81f462bf332970109954d14e846669a92736d5ed9272ef80fd905d9150",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-03T16:33:42Z",
    "title_canon_sha256": "2fa443f5dca83f80f03b0083d7f4c4b8dce02118cf5dcdd2d95e393c31d64a95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.02852",
    "kind": "arxiv",
    "version": 1
  }
}