Paper Citation Record · LEDGER

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism

As of 23 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.08650.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.08650 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:32:58.446447Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact2
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 155412e3-7d0f-44fa-acc7-9d39d244d27b · outbound

This paper cites an unresolved cited work.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:32:59.257784Z

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Observation f7f081eb-159f-4567-ba8b-42f519014d53 · outbound

This paper cites an unresolved cited work.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Unresolved cited work

Reference 38

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Observation 88128731-e303-4cc8-b293-7508c5abf31e · outbound

This paper cites 总 All-to-All 时间.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism 总 All-to-All 时间

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:32:59.213592Z

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Observation 1b015d02-473e-477d-8c0c-00fff5e8c6e9 · outbound

This paper cites A Survey on Mixture of Experts in Large Language Models.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism A Survey on Mixture of Experts in Large Language Models

Reference 40

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This paper cites A Survey on Mixture of Experts in Large Language Models.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism A Survey on Mixture of Experts in Large Language Models

Reference 41

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Observation 8f2b9ad3-4bc8-440b-b148-5692f207abeb · outbound

This paper cites A Survey on Inference Optimization Techniques for Mixture of Experts Models.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism A Survey on Inference Optimization Techniques for Mixture of Experts Models

Reference 42

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Observation 61c66eaf-ae8f-4359-9f8e-fc8da2449351 · outbound

This paper cites Speed Always Wins: A Survey on Efficient Architectures for Large Language Models.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Speed Always Wins: A Survey on Efficient Architectures for Large Language Models

Reference 43

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Source-reported events for the cited work

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Observation 8984cb4b-f455-4def-9e56-094faf9ff28f · outbound

This paper cites Adaptive Mixtures of Local Experts.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Adaptive Mixtures of Local Experts

Reference 44

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Observation 2a1ecfed-c799-4c62-858a-1ffa1c4724dc · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 45

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Observation cd8cec16-c0d2-493a-953e-44a51c39c2ad · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 46

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Source-reported events for the cited work

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Observation c43a1dfd-0197-4799-aa11-1113006dd440 · outbound

This paper cites Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

Reference 47

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Observation c45be21f-5096-447c-9f5f-f1fe7941a958 · outbound

This paper cites ST-MoE: Designing Stable and Transferable Sparse Expert Models.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism ST-MoE: Designing Stable and Transferable Sparse Expert Models

Reference 48

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Observation a98cf91f-94b7-4bdc-afd9-d0719badc588 · outbound

This paper cites BASE Layers: Simplifying Training of Large, Sparse Models.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism BASE Layers: Simplifying Training of Large, Sparse Models

Reference 49

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Source-reported events for the cited work

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Observation 32714d3f-e41a-46c4-90d8-7886c02c8b33 · outbound

This paper cites Mixture-of-Experts with Expert Choice Routing.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Mixture-of-Experts with Expert Choice Routing

Reference 50

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Observation 61850748-812c-48c4-941f-dec0ffaa1b60 · outbound

This paper cites Mixtral of Experts.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Mixtral of Experts

Reference 51

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Observation 31688b3b-bc2c-40b5-9c15-8cc59de059d1 · outbound

This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Reference 52

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Observation 07ebc0aa-91b1-4fa2-a626-cbea7ee04639 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 53

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Observation 1b20fc12-e4e1-4461-94ac-0d948153fc82 · outbound

This paper cites Arctic: Snowflake’s Open-Source LLM.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Arctic: Snowflake’s Open-Source LLM

Reference 54

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Qwen3 Technical Report

Reference 55

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Mixture of A Million Experts

Reference 56

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Kimi K2: Open Agentic Intelligence

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-14T04:32:58.345266Z

Source-reported events for the cited work

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism gpt-oss Model Card: Architecture

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:32:59.345701Z

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Observation d634a2cc-ec24-42c7-8c8e-5debaca623cb · outbound

This paper cites LongCat-Flash Technical Report.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism LongCat-Flash Technical Report

Reference 59

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This paper cites Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts

Reference 60

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism LongCat 2.0 Technical Blog

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:32:59.317922Z

Source-reported events for the cited work

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism MoHGE: Mixture of Heterogeneous Grouped Experts

Reference 62

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism GMoE: Global Mixture-of-Experts

Reference 63

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Source-reported events for the cited work

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Observation 42e1fceb-5840-425e-a95c-c0374e5b5b72 · outbound

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Multi-Head LatentMoE and Head Parallel

Reference 64

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Source-reported events for the cited work

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Observation 6ea333fd-a000-4440-a917-4a2dd234c26b · outbound

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints

Reference 65

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Expert Upcycling: Shifting the Compute-Efficient Frontier of Mixture-of-Experts

Reference 67

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Observation 6bd2c283-d122-4b69-83c7-0fa779d27a17 · outbound

This paper cites From Sparse to Soft Mixtures of Experts.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism From Sparse to Soft Mixtures of Experts

Reference 68

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Observation fa229c4d-40aa-428a-80f9-51b3769444ac · outbound

This paper cites Lory: Fully Differentiable Mixture-of-Experts for Autoregressive Language Model Pre-training.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Lory: Fully Differentiable Mixture-of-Experts for Autoregressive Language Model Pre-training

Reference 69

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Source-reported events for the cited work

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Observation d413417b-2018-4afc-b784-c10df13c43d0 · outbound

This paper cites Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts

Reference 70

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The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism DeepSeek-V3 Technical Report

Reference 71

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Observation 5e4dd52a-1fc9-48fe-891b-a29c91793666 · outbound

This paper cites MegaBlocks: Efficient Sparse Training with Mixture-of-Experts.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism MegaBlocks: Efficient Sparse Training with Mixture-of-Experts

Reference 72

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Observation 47e0c6d9-4338-48fe-8537-2c9497c55301 · outbound

This paper cites Tutel: Adaptive Mixture-of-Experts at Scale.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Tutel: Adaptive Mixture-of-Experts at Scale

Reference 73

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This paper cites JetMoE: Reaching Llama2 Performance with 0.1M Dollars.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism JetMoE: Reaching Llama2 Performance with 0.1M Dollars

Reference 74

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Observation a825bfe9-00c2-4a9d-aa07-a6cb2e9774a0 · outbound

This paper cites Jamba: A Hybrid Transformer-Mamba Language Model.

The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism Jamba: A Hybrid Transformer-Mamba Language Model

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-14T04:32:58.446447Z

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Pith citing papers

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