Pith Number

pith:O22F5HK3

pith:2024:O22F5HK3KVJIVFBKB2XNW4U776

not attested not anchored not stored refs pending

Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models

Aojun Zhou, Bo Zhang, Hongsheng Li, Junchi Yan, Qi Liu, Siyuan Huang, Xudong Lu, Yuhui Xu

arxiv:2402.14800 v2 · 2024-02-22 · cs.CL · cs.AI · 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{O22F5HK3KVJIVFBKB2XNW4U776}

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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

22 papers in Pith

Attribution-Guided and Coverage-Maximized Pruning for Structural MoE Compression

Expert-Aware Refusal Steering

Beyond Uniform Experts: Cost-Aware Expert Execution for Efficient Multi-Device MoE Inference

BitsMoE: Efficient Spectral Energy-Guided Bit Allocation for MoE LLM Quantization

GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs

Receipt and verification

First computed	2026-07-05T08:25:00.947460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76b45e9d5b55528a942a0eaedb729fff8ce0bab57e8a8ab9ae7a8a4ad164e9de

Aliases

arxiv: 2402.14800 · arxiv_version: 2402.14800v2 · doi: 10.48550/arxiv.2402.14800 · pith_short_12: O22F5HK3KVJI · pith_short_16: O22F5HK3KVJIVFBK · pith_short_8: O22F5HK3

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/O22F5HK3KVJIVFBKB2XNW4U776 \
  | 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: 76b45e9d5b55528a942a0eaedb729fff8ce0bab57e8a8ab9ae7a8a4ad164e9de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37de7c1b5605434722e80a9cde42ad824871563555820b545086abb6456e7cc2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-22T18:56:07Z",
    "title_canon_sha256": "feb735e9fd7e62b2883c24dce648267d9c1a4bc68fd77346e9f6a62cccbef930"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14800",
    "kind": "arxiv",
    "version": 2
  }
}