Remoe
Remoe
Dec 19, 2024
ReMoE is a fully differentiable mixture-of-experts (MoE) architecture with ReLU routing and adaptive L1 regularization to control the sparsity. This repository builds upon Megatron-LM and provides the implementation with minimal changes to the original codebase. Comparing to the conventional TopK-routed MoE, ReMoE has the following advantages: Fully differentiable: ReMoE is continuous and ...
Jul 29, 2025
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To address this issue, we propose ReMoE, a fully differentiable MoE architecture that offers a simple yet effective drop-in replacement for the conventional TopK+Softmax routing, utilizing ReLU as the router instead. We further propose methods to regulate the router's sparsity while balancing the load among experts.
ReMoE can allocate more computational resources to more challenging tokens, a dynamic allocation strategy that we explore further in Section 5.1. TopK routing introduces a discrete loss function when the set of activated experts changes, whereas ReLU routing remains continuous and fully differentiable.
Dec 19, 2024
ReMoE is a fully differentiable mixture-of-experts (MoE) architecture with ReLU routing and adaptive L1 regularization to control the sparsity. This repository builds upon Megatron-LM and provides the implementation with minimal changes to the original codebase. Comparing to the conventional TopK-routed MoE, ReMoE has the following advantages: Fully differentiable: ReMoE is continuous and ...
Dec 19, 2024
Dec 21, 2025
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ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing Ziteng Wang, Jianfei Chen, Jun Zhu
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Sparsely activated Mixture-of-Experts (MoE) models are widely adopted to scale up model capacity without increasing the computation budget. However, vanilla TopK routers are trained in a discontinuous, non-differentiable way, limiting their performance and scalability. To address this issue, we propose ReMoE, a fully differentiable MoE architecture that offers a simple yet effective drop-in ...
ABSTRACT Sparsely activated Mixture-of-Experts (MoE) models are widely adopted to scale up model capacity without increasing the computation budget. However, vanilla TopK routers are trained in a discontinuous, non-differentiable way, limiting their performance and scalability. To address this issue, we propose ReMoE, a fully dif-ferentiable MoE architecture that offers a simple yet effective ...
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remoe has 54 repositories available. Follow their code on GitHub.
Digital marketing trainer and strategist, publicist, author, and host of Make Sierra Leone Famous podcast.
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The development of Transformer models has significantly advanced artificial intelligence, delivering remarkable performance across diverse tasks. However, these advancements often come with steep computational requirements, presenting challenges in scalability and efficiency. Sparsely activated Mixture-of-Experts (MoE) architectures provide a promising solution, enabling increased model ...
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The key component in MoE is the routing network, which selects the experts to activate for each token. Various routing methods (Shazeer et al., 2017; Lewis et al., 2021; Roller et al., 2021; Zhou et al., 2022) have been proposed, with TopK routing (Shazeer et al., 2017) being the most commonly adopted. However, the vanilla TopK router introduces a discrete and non-differentiable training ...
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The key component in MoE is the routing network, which selects the experts to activate for each token. Various routing methods (Shazeer et al., 2017; Lewis et al., 2021; Roller et al., 2021; Zhou et al., 2022) have been proposed, with TopK routing (Shazeer et al., 2017) being the most commonly adopted. However, the vanilla TopK router introduces a discrete and non-differentiable training ...
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ReMoE brings flexibility and efficiency to language models with dynamic expert selection. In the world of machine learning, especially when it comes to...
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ReMoE: Revolutionizing Mixture-of-Experts with fully differentiable ReLU routing, achieving superior scalability and performance.
0. 前言24年底曾尝试着找个班上，停更了许久；放电不成，继续充电。本文是个人原创知乎专栏《 大模型学习笔记》的第三十一篇，欢迎各位在评论区交流、指正，更需要您的关注、点赞 ^.^。原论文是 ReMoE: Fully Diff…
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