Pith Number

pith:GKT3LLXD

pith:2024:GKT3LLXDIXJGJNZBMOQORECHY2

not attested not anchored not stored refs pending

A Survey on Inference Optimization Techniques for Mixture of Experts Models

Chao Li, Jiacheng Liu, Minyi Guo, Peng Tang, Pheng-Ann Heng, Wenfeng Wang, Xiaofeng Hou, Yuhang Ren

arxiv:2412.14219 v2 · 2024-12-18 · cs.LG · cs.AI · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GKT3LLXDIXJGJNZBMOQORECHY2}

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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

6 papers in Pith

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

CoX-MoE: Coalesced Expert Execution for High-Throughput MoE Inference with AMX-Enabled CPU-GPU Co-Execution

EvoESAP: Non-Uniform Expert Pruning for Sparse MoE

Fast MoE Inference via Predictive Prefetching and Expert Replication

GEM: Graph-Enhanced Mixture-of-Experts with ReAct Agents for Dialogue State Tracking

Receipt and verification

First computed	2026-07-05T10:03:50.327350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32a7b5aee345d264b72163a0e89047c6b41645381d3fc20a00ec735b70e1e8a8

Aliases

arxiv: 2412.14219 · arxiv_version: 2412.14219v2 · doi: 10.48550/arxiv.2412.14219 · pith_short_12: GKT3LLXDIXJG · pith_short_16: GKT3LLXDIXJGJNZB · pith_short_8: GKT3LLXD

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/GKT3LLXDIXJGJNZBMOQORECHY2 \
  | 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: 32a7b5aee345d264b72163a0e89047c6b41645381d3fc20a00ec735b70e1e8a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a84cb61df6defa1693c2a9f7b0a7e4514a5cef3e2ee59dff6ea233f4fa56132",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T14:11:15Z",
    "title_canon_sha256": "d703dcd414320121d539cf03d5ed9a2e2ca1476261d49cd4001370ec1f356d35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14219",
    "kind": "arxiv",
    "version": 2
  }
}