Skip to yearly menu bar Skip to main content


(17 events)   Timezone:  
Show all
Toggle Poster Visibility
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Scaling Polyhedral Neural Network Verification on GPUs
In Poster Session 3
Christoph Müller · François Serre · Gagandeep Singh · Markus Püschel · Martin Vechev
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Understanding and Improving Failure Tolerant Training for Deep Learning Recommendation with Partial Recovery
In Poster Session 3
Kiwan Maeng · Shivam Bharuka · Isabel Gao · Mark Jeffrey · Vikram Saraph · Bor-Yiing Su · Caroline Trippel · Jiyan Yang · Mike Rabbat · Brandon Lucia · Carole-Jean Wu
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Lost in Pruning: The Effects of Pruning Neural Networks beyond Test Accuracy
In Poster Session 3
Lucas Liebenwein · Cenk Baykal · Brandon Carter · David Gifford · Daniela Rus
Poster
Thu Apr 08 05:00 PM (PDT)
A Distributed Graph-Theoretic Framework for Automatic Parallelization in Multi-core Systems
In Poster Session 3
Guixiang Ma · Yao Xiao · Theodore Willke · Nesreen Ahmed · Shahin Nazarian · Paul Bogdan
Poster
Thu Apr 08 05:00 PM (PDT)
Boveda: Building an On-Chip Deep Learning Memory Hierarchy Brick by Brick
In Poster Session 3
Isak Edo Vivancos · Sayeh Sharify · Daniel Ly-Ma · Ameer Abdelhadi · Ciaran Bannon · Milos Nikolic · Mostafa Mahmoud · Alberto Delmas Lascorz · Gennady Pekhimenko · Andreas Moshovos
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Pipelined Backpropagation at Scale: Training Large Models without Batches
In Poster Session 3
Atli Kosson · Vitaliy Chiley · Abhinav Venigalla · Joel Hestness · Urs Koster
Poster
Thu Apr 08 05:00 PM (PDT)
Equality Saturation for Tensor Graph Superoptimization
In Poster Session 3
Yichen Yang · Mangpo Phothilimthana · Yisu Wang · Max Willsey · Sudip Roy · Jacques Pienaar
Poster
Thu Apr 08 05:00 PM (PDT)
Horizontally Fused Training Array: An Effective Hardware Utilization Squeezer for Training Novel Deep Learning Models
In Poster Session 3
Shang Wang · Peiming Yang · Yuxuan Zheng · Xin Li · Gennady Pekhimenko
Poster
Thu Apr 08 05:00 PM (PDT)
FLAML: A Fast and Lightweight AutoML Library
In Poster Session 3
Chi Wang · Qingyun Wu · Markus Weimer · Erkang Zhu
Poster
Thu Apr 08 05:00 PM (PDT)
Towards Scalable Distributed Training of Deep Learning on Public Cloud Clusters
In Poster Session 3
Shaohuai Shi · Xianhao Zhou · Shutao Song · Xingyao Wang · Zilin Zhu · Xue Huang · Xinan Jiang · Feihu Zhou · Zhenyu Guo · Liqiang Xie · Rui Lan · Xianbin Ouyang · Yan Zhang · Jieqian Wei · Jing Gong · Weiliang Lin · Ping Gao · Peng Meng · Xiaomin Xu · Chenyang Guo · Bo Yang · Zhibo Chen · Yongjian Wu · Xiaowen Chu
Poster
Thu Apr 08 05:00 PM (PDT)
Wavelet: Efficient DNN Training with Tick-Tock Scheduling
In Poster Session 3
Guanhua Wang · Kehan Wang · Kenan Jiang · XIANGJUN LI · Ion Stoica
Poster
Thu Apr 08 05:00 PM (PDT)
Doping: A technique for Extreme Compression of LSTM Models using Sparse Structured Additive Matrices
In Poster Session 3
Urmish Thakker · Paul Whatmough · ZHIGANG LIU · Matthew Mattina · Jesse Beu
Poster
Thu Apr 08 05:00 PM (PDT)
To Bridge Neural Network Design and Real-World Performance: A Behaviour Study for Neural Networks
In Poster Session 3
Xiaohu Tang · Shihao Han · Li Lyna Zhang · Ting Cao · Yunxin Liu
Poster
Thu Apr 08 05:00 PM (PDT)
Swift for TensorFlow: A portable, flexible platform for deep learning
In Poster Session 3
Brennan Saeta · Denys Shabalin
Poster
Thu Apr 08 05:00 PM (PDT)
Accelerating SLIDE Deep Learning on Modern CPUs: Vectorization, Quantizations, Memory Optimizations, and More
In Poster Session 3
Shabnam Daghaghi · Nicholas Meisburger · Mengnan Zhao · Anshumali Shrivastava
Poster
Thu Apr 08 05:00 PM (PDT)
Amazon SageMaker Debugger: A System for Real-Time Insights into Machine Learning Model Training
In Poster Session 3
Nathalie Rauschmayr · Vikas Kumar · Rahul Huilgol · Andrea Olgiati · Satadal Bhattacharjee · Nihal Harish · Vandana Kannan · Amol Lele · Anirudh Acharya · Jared Nielsen · Lakshmi Ramakrishnan · Ishan Bhatt · Kohen Chia · Neelesh Dodda · Zhihan Li · Jiacheng Gu · Miyoung Choi · Balajee Nagarajan · Jeffrey Geevarghese · Denis Davydenko · Sifei Li · Lu Huang · Edward Kim · Tyler Hill · Krishnaram Kenthapadi
Poster
Thu Apr 08 05:00 PM (PDT)
SUOD: Accelerating Large-Scale Unsupervised Heterogeneous Outlier Detection
In Poster Session 3
Yue Zhao · Xiyang Hu · Cheng Cheng · Cong Wang · Changlin Wan · Wen Wang · Jianing Yang · Haoping Bai · Zheng Li · Cao Xiao · Yunlong Wang · Zhi Qiao · Jimeng Sun · Leman Akoglu