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Dynamic N:M Fine-grained Structured Sparse Attention Mechanism



Zhaodong Chen , Yuying Quan , Zheng Qu , Liu Liu , Yufei Ding , Yuan Xie


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Transformer Acceleration with Dynamic Sparse Attention



Liu Liu , Zheng Qu , Zhaodong Chen , Yufei Ding , Yuan Xie


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H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks



Ling Liang , Zheng Qu , Zhaodong Chen , Fengbin Tu , Yujie Wu , Lei Deng , Guoqi Li , Peng Li , Yuan Xie


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SAGA with Arbitrary Sampling



Xu Qian , Zheng Qu , Peter Richtárik

* 27 pages, 8 Figures, 1 algorithm 

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Even Faster Accelerated Coordinate Descent Using Non-Uniform Sampling



Zeyuan Allen-Zhu , Zheng Qu , Peter Richtárik , Yang Yuan

* same result, but polished writing 

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Coordinate Descent with Arbitrary Sampling I: Algorithms and Complexity



Zheng Qu , Peter Richtárik

* 32 pages, 0 figures 

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Coordinate Descent with Arbitrary Sampling II: Expected Separable Overapproximation



Zheng Qu , Peter Richtárik

* 29 pages, 0 figures 

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Stochastic Dual Coordinate Ascent with Adaptive Probabilities



Dominik Csiba , Zheng Qu , Peter Richtárik


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SDNA: Stochastic Dual Newton Ascent for Empirical Risk Minimization



Zheng Qu , Peter Richt├írik , Martin Tak├í─Ź , Olivier Fercoq


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Randomized Dual Coordinate Ascent with Arbitrary Sampling



Zheng Qu , Peter Richtárik , Tong Zhang


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