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