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Poster
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Thu 17:00
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DynaTune: Dynamic Tensor Program Optimization in Deep Neural Network Compilation
Minjia Zhang · Menghao Li · Chi Wang · Mingqin Li
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Poster
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Tue 17:00
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Contextual Dropout: An Efficient Sample-Dependent Dropout Module
XINJIE FAN · Shujian Zhang · Korawat Tanwisuth · Xiaoning Qian · Mingyuan Zhou
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Poster
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Thu 1:00
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Efficient Inference of Flexible Interaction in Spiking-neuron Networks
Feng Zhou · Yixuan Zhang · Jun Zhu
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Poster
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Wed 17:00
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Efficient Conformal Prediction via Cascaded Inference with Expanded Admission
Adam Fisch · Tal Schuster · Tommi Jaakkola · Regina Barzilay
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Spotlight
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Thu 13:30
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A Panda? No, It's a Sloth: Slowdown Attacks on Adaptive Multi-Exit Neural Network Inference
Sanghyun Hong · Yigitcan Kaya · Ionut-Vlad Modoranu · Tudor Dumitras
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Poster
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Wed 1:00
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A Panda? No, It's a Sloth: Slowdown Attacks on Adaptive Multi-Exit Neural Network Inference
Sanghyun Hong · Yigitcan Kaya · Ionut-Vlad Modoranu · Tudor Dumitras
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Poster
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Mon 9:00
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WrapNet: Neural Net Inference with Ultra-Low-Precision Arithmetic
Renkun Ni · Hong-Min Chu · Oscar Castaneda · Ping-yeh Chiang · Christoph Studer · Tom Goldstein
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Workshop
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AsymmetricML: An Asymmetric Decomposition Framework for Privacy-Preserving DNN Training and Inference
Yue Niu · Salman Avestimehr
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Poster
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Mon 1:00
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Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch
Aojun Zhou · Yukun Ma · Junnan Zhu · Jianbo Liu · Zhijie Zhang · Kun Yuan · Wenxiu Sun · Hongsheng Li
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Workshop
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Fri 6:30
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Data-Efficient Training of Autoencoders for Mildly Non-Linear Problems
Muhammad Al-Digeil
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Workshop
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Fri 10:30
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Keynote 5: Song Han. Title: TinyTL: Reduce Memory, Not Parameters for Efficient On-Device Training
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Spotlight
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Tue 21:43
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Memory Optimization for Deep Networks
Aashaka Shah · Chao-Yuan Wu · Jayashree Mohan · Vijay Chidambaram · Philipp Krähenbühl
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