Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts | Paper Citation Record

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This paper cites Scaling Laws for Neural Language Models.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Scaling Laws for Neural Language Models

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This paper cites Training Compute-Optimal Large Language Models.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Training Compute-Optimal Large Language Models

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts OpenAI blog , volume=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Scaling Laws and Compute-Optimal Training Beyond Fixed Training Durations

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Scaling Laws for Fine-Grained Mixture of Experts

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts The Journal of Machine Learning Research , volume=

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This paper cites arXiv preprint arXiv:2602.17004 , year=.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts arXiv preprint arXiv:2602.17004 , year=

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

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Kimi K2: Open Agentic Intelligence

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

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

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This paper cites Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference

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This paper cites Revisiting SMoE Language Models by Evaluating Inefficiencies with Task Specific Expert Pruning.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Revisiting SMoE Language Models by Evaluating Inefficiencies with Task Specific Expert Pruning

Reference 12

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Deep Learning Scaling is Predictable, Empirically

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24) , pages=

Reference 14

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts International Conference on Learning Representations , year=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Soft Merging of Experts with Adaptive Routing

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Proceedings of the National Academy of Sciences , volume=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts ST-MoE: Designing Stable and Transferable Sparse Expert Models

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts mT5: A massively multilingual pre-trained text-to-text transformer

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Decoupled Weight Decay Regularization

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts International Conference on Machine Learning , pages=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts International Conference on Machine Learning , pages=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Advances in Neural Information Processing Systems , volume=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts TorchTitan: One-stop PyTorch native solution for production ready LLM pre-training

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Proceedings of the 37th International Conference on Supercomputing , pages=

Reference 26

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Advances in Neural Information Processing Systems , volume=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts arXiv preprint arXiv:2512.16248 , year=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Proceedings of Machine Learning and Systems , volume=

Reference 29

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Sparse Backpropagation for

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts International Conference on Learning Representations (ICLR) , year=

Reference 31

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts , journal=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Stochastic Beams and Where to Find Them: The

Reference 33

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Parameters vs

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Optimization and Engineering , volume=

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Proceedings of the 53rd International Conference on Parallel Processing (ICPP '24) , year=

Reference 37

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Ladder-residual: parallelism-aware architecture for accelerating large model inference with communication overlapping

Reference 38

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC) , year=

Reference 40

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts 2024 57th IEEE/ACM International Symposium on Microarchitecture (MICRO) , pages=

Reference 41

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Scaling Inference-Efficient Language Models

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Scaling Laws Meet Model Architecture: Toward Inference-Efficient

Reference 43

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Unresolved cited work

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts What Language Model to Train if You Have One Million

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Prescriptive Scaling Laws for Data Constrained Training

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Hybrid Architectures for Language Models: Systematic Analysis and Design Insights

Reference 47

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Unresolved cited work

Reference 48

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts arXiv preprint arXiv:2603.21862 , year=

Reference 49

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Hardware Co-Design Scaling Laws via Roofline Modelling for On-Device

Reference 50

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Unresolved cited work

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts arXiv preprint arXiv:2502.06857 , year=

Reference 52

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This paper cites Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free

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Observation c63cd9ad-4e5c-4fa7-959b-c7c60cca800a · outbound

This paper cites DeepSeek-V3 Technical Report.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts DeepSeek-V3 Technical Report

Reference 54

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Observation f6255afb-ffab-4fd7-9aae-e43673a7f8ca · outbound

This paper cites Hyperparameter Transfer with Mixture-of-Expert Layers.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Hyperparameter Transfer with Mixture-of-Expert Layers

Reference 55

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Observation 6b4c7453-91e9-4953-b27b-1697467ad407 · outbound

This paper cites Advances in Neural Information Processing Systems , year=.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Advances in Neural Information Processing Systems , year=

Reference 56

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Observation 356a404e-2158-4d02-894c-0369c44ee890 · outbound

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts arXiv preprint arXiv:2603.05451 , year=

Reference 57

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Observation 2056925c-6285-471d-85d7-73ba10d0eb8f · outbound

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Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Journal of machine learning research , volume=

Reference 58

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Observation a46d8889-f46d-4051-b381-b021bfe68bd6 · outbound

This paper cites Proceedings of the 52nd Annual International Symposium on Computer Architecture , year=.

Compute-Optimal Is Not Cluster-Optimal: Systems-Aware Scaling for Sparse Mixture-of-Experts Proceedings of the 52nd Annual International Symposium on Computer Architecture , year=

Reference 59

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