Yang You [resume]

Yang You is a PhD student at UC Berkeley Computer Science Division. His advisor is Prof. James Demmel, who is the chair of Computer Science Division and leading the BeBOP group. Yang You went to college at September of 2009, and he received his Master Degree in Computer Science from Tsinghua University at July of 2015. His research interests include Parallel Computing, Distributed Systems, and Machine Learning. He is a winner of IPDPS 2015 Best Paper award. Yang You is a Siebel Scholar and an ACM/IEEE George Michael HPC Fellow. His resume is [here]. He also has a Chinese [homepage].

Technical Reports

Y. You, I. Gitman, B. Ginsburg. Scaling SGD Batch Size to 32K for ImageNet Training. August 13th, 2017. [pdf] [slide]

Y. You, Z. Zhang, C-J. Hsieh, J. Demmel, K. Keutzer. ImageNet Training in Minutes. Sep 11th, 2017. [pdf]


[SC'17] Y. You, A. Buluc, J. Demmel. Scaling Deep Learning on GPU and Knights Landing Clusters. International Conference for High Performance Computing, Networking, Storage and Analysis (Supercomputing), November 12-17, Denver, USA, 2017 h5-index=47. 18.6% (61 of 327) acceptance rate. [pdf]

[ICPP'17] Y. You, J. Demmel. Runtime Data Layout Scheduling for Machine Learning Dataset, 46th International Conference on Parallel Processing, Sep 14-17, Bristol, UK. [pdf] [slide]

[J-STARS'17] W. Li, H. Fu, Y. You, L. Yu, J. Fang. Parallel Multiclass Support Vector Machine for Remote Sensing Data Classification on Multicore and Many-Core Architectures. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017 h5-index=45. DOI: 10.1109/JSTARS.2017.2713126 [pdf]

[TPDS'16] Y. You, J. Demmel, K. Czechowski, L. Song, R. Vuduc. Design and Implementation of a Communication-Optimal Classifier for Distributed Kernel Support Vector Machines. IEEE Transactions on Parallel and Distributed Systems, 2016 h5-index=78. DOI: 10.1109/TPDS.2016.2608823 [pdf]

[NIPS'16] Y. You, X. Lian, J. Liu, H. Yu, I. Dhillon, J. Demmel, C. Hsieh. Asynchronous Parallel Greedy Coordinate Descent. Conference on Neural Information Processing Systems, Dec 05-10, Barcelona, Spain. 22.7% (568 of 2500) acceptance rate. [pdf]

[JPDC'16] Y. You, H. Fu, D. Bader, G. Yang. Designing and Implementing a Heuristic Cross-Architecture Combination for Graph Traversal. Journal of Parallel and Distributed Computing, h5-index=36. DOI: 10.1016/j.jpdc.2016.05.007 [pdf]

[IPDPS'15] Y. You, J. Demmel, K. Czechowski, L. Song, R. Vuduc. CA-SVM: Communication-Avoiding Support Vector Machines on Distributed Systems. Best Paper (4 out of 496 submissions: 0.8%) of IEEE International Parallel and Distributed Processing Symposium, May 25-29, Hyderabad, INDIA. DOI: 10.1109/IPDPS.2015.117 [pdf] [pdf2] [code]

[IPDPS'14] Y. You, S. Song, H. Fu, A. Marquez, M. Dehnavi, K. Barker, K. Cameron, A. Randles, G. Yang. MIC-SVM: Designing A Highly Efficient Support Vector Machine For Advanced Modern Multi-Core and Many-Core Architectures. IEEE Parallel and Distributed Processing Symposium, May 19-23, Phoenix, USA. 21% (114 of 541) overall acceptance rate; 17.5% acceptance rate for software track. DOI: 10.1109/IPDPS.2014.88 [pdf] [code]

[ICPADS'14] L. Gan, H. Fu, W. Xue, Y. Xu, C. Yang, X. Wang, Z. Lv, Y. You, G. Yang, and K. Ou. Scaling and Analyzing the Stencil Performance on Multi-Core and Many-Core Architectures. The 20th IEEE International Conference on Parallel and Distributed Systems (ICPADS 2014). DOI: 10.1109/PADSW.2014.7097797 [pdf]

[JPDC'14] Y. You, H. Fu, S. Song, A. Randles, D. Kerbyson, A. Marquez, G. Yang, A. Hoisie. Scaling Support Vector Machines on the Modern HPC Platforms, Journal of Parallel and Distributed Computing, h5-index=36, DOI: 10.1016/j.jpdc.2014.09.005 [pdf]

[ICPP'14] Y. You, D. Bader, M. Dehnavi. Designing a Heuristic Cross-Architecture Combination for Breadth-First Search, 43rd International Conference on Parallel Processing, Sep 9-12, Minneapolis, USA. DOI: 10.1109/ICPP.2014.16 [pdf]

[IJHPCA'14] Y. You, H. Fu, S. Song, M. Dehnavi, L. Gan, X. Huang, G. Yang. Evaluating the Many-core and Multi-core architectures through accelerating LWC stencil on Multi-core and Many-core architectures. International Journal of High Performance Computing Application (2013 SCI IF=1.625), 21% (5 of 24) acceptance rate. DOI: 10.1177/1094342014524807 [pdf]

[ICS'14] Y. You, S. Song, D. Kerbyson. An adaptive cross-architecture combination method for graph traversal, one-page short paper, ACM International Conference on Supercomputing, June 10-13, Munich, Germany. DOI: 10.1145/2597652.2600110 [pdf]

[IPDPSW'13] Y. You, H. Fu, X. Huang, G. Song, L. Gan, W. Yu, G. Yang. Accelerating the 3D Elastic Wave Forward Modeling on GPU and MIC. IEEE IPDPS Wrokshops, May 20-24, Boston, USA. One of the best papers of AsHES workshop. DOI: 10.1109/IPDPSW.2013.216 [pdf]

Phone: 510-508-4506

Email: youyang (at) cs.berkeley.edu

Office: Aspire Lab, Soda Hall, UC Berkeley