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Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #152
A Fourier Perspective on Model Robustness in Computer Vision
In Deep Learning -- Efficient Training Methods
Dong Yin · Raphael Gontijo Lopes · Jonathon Shlens · Ekin Dogus Cubuk · Justin Gilmer
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #153
A Graph Theoretic Framework of Recomputation Algorithms for Memory-Efficient Backpropagation
In Deep Learning -- Efficient Training Methods
Mitsuru Kusumoto · Takuya Inoue · Gentaro Watanabe · Takuya Akiba · Masanori Koyama
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #154
A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off
In Deep Learning -- Efficient Training Methods
Yaniv Blumenfeld · Dar Gilboa · Daniel Soudry
[ Paper]  [ Poster]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #155
AutoAssist: A Framework to Accelerate Training of Deep Neural Networks
In Deep Learning -- Efficient Training Methods
Jiong Zhang · Hsiang-Fu Yu · Inderjit Dhillon
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #156
Backprop with Approximate Activations for Memory-efficient Network Training
In Deep Learning -- Efficient Training Methods
Ayan Chakrabarti · Benjamin Moseley
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #157
Bridging Machine Learning and Logical Reasoning by Abductive Learning
In Deep Learning -- Efficient Training Methods
Wang-Zhou Dai · Qiuling Xu · Yang Yu · Zhi-Hua Zhou
[ Paper]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #158
E2-Train: Training State-of-the-art CNNs with Over 80% Less Energy
In Deep Learning -- Efficient Training Methods
Ziyu Jiang · Yue Wang · Xiaohan Chen · Pengfei Xu · Yang Zhao · Yingyan Lin · Zhangyang Wang
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #159
Hybrid 8-bit Floating Point (HFP8) Training and Inference for Deep Neural Networks
In Deep Learning -- Efficient Training Methods
Xiao Sun · Jungwook Choi · Chia-Yu Chen · Naigang Wang · Swagath Venkataramani · Vijayalakshmi (Viji) Srinivasan · Xiaodong Cui · Wei Zhang · Kailash Gopalakrishnan
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #160
Initialization of ReLUs for Dynamical Isometry
In Deep Learning -- Efficient Training Methods
Rebekka Burkholz · Alina Dubatovka
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #161
Invert to Learn to Invert
In Deep Learning -- Efficient Training Methods
Patrick Putzky · Max Welling
[ Paper]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #162
Learning Data Manipulation for Augmentation and Weighting
In Deep Learning -- Efficient Training Methods
Zhiting Hu · Bowen Tan · Russ Salakhutdinov · Tom Mitchell · Eric Xing
[ Paper]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #163
Robust Bi-Tempered Logistic Loss Based on Bregman Divergences
In Deep Learning -- Efficient Training Methods
Ehsan Amid · Manfred K. Warmuth · Rohan Anil · Tomer Koren
[ Paper]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #164
When does label smoothing help?
In Deep Learning -- Efficient Training Methods
Rafael Müller · Simon Kornblith · Geoffrey E Hinton
[ Paper]  [ Slides]