From Sparse to Soft Mixtures of Experts http://t.cn/A60WVfhz ChatPaper综述: 本文提出了一种名为Soft MoE的方法来解决这些问题,同时保持MoEs的优点。Soft MoE通过向每个专家传递所有输入令牌的不同加权组合...
常规的 MOE 方法大多为 Sparse 的形式。先学习一个稀疏的 router 算法,然后借助这个 router 算法将输入的数据分配给不同的Expert 专家 但是这种方法存在training instability, token dropping, inability to scale the number of experts, or ineffective fine-tuning 等问题,作者通过将输入进行混合的形式来让不同的专...
Learning sparse mixtures of permutations from noisy informationRocco ServedioAnindya DeRyan O'DonnellPMLRConference on Learning Theory
0417 Multimodal Policy Search Using Overlapping Mixtures of Sparse Gaussian Process Prior 0420 Goal-Driven Navigation for Non-Holonomic Multi-Robot System by Learning Collision 0421 Designing an Accurate and Customizable Epidural Anaesthesia Haptic Simulator 0423 Asymmetric Local Metric Learning with PSD Const...
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Mixing matrix estimation from sparse mixtures with unknown number of sources. Zhou, Guoxu,Yang, Zuyuan,Xie, Shengli,Yang, Jun-Mei. IEEE Transactions on Neural Networks . 2011Zhou Guoxu,Yang Zuyuan,Xie Shengli,et al.Mixing Matrixestimation from sparse mixtures with unknown number ofsources. IEEE...
0417 Multimodal Policy Search Using Overlapping Mixtures of Sparse Gaussian Process Prior 0420 Goal-Driven Navigation for Non-Holonomic Multi-Robot System by Learning Collision 0421 Designing an Accurate and Customizable Epidural Anaesthesia Haptic Simulator 0423 Asymmetric Local Metric Learning with PSD Const...
Nonlinear mixturesSparse sourcesPolynomial approximationsBlind source separation (BSS) has been studied well when the sources are sparse signals and their combinations are linear. Sparse component analysis (SCA) or dictionary learning algorithms propose well-known approaches for performing BSS in this model...
0417 Multimodal Policy Search Using Overlapping Mixtures of Sparse Gaussian Process Prior 0420 Goal-Driven Navigation for Non-Holonomic Multi-Robot System by Learning Collision 0421 Designing an Accurate and Customizable Epidural Anaesthesia Haptic Simulator 0423 Asymmetric Local Metric Learning with PSD Const...
0417 Multimodal Policy Search Using Overlapping Mixtures of Sparse Gaussian Process Prior 0420 Goal-Driven Navigation for Non-Holonomic Multi-Robot System by Learning Collision 0421 Designing an Accurate and Customizable Epidural Anaesthesia Haptic Simulator 0423 Asymmetric Local Metric Learning with PSD Const...