Search Results for author: Qiu-Ling Xu

Found 4 papers, 3 papers with code

D-square-B: Deep Distribution Bound for Natural-looking Adversarial Attack

no code implementations12 Jun 2020 Qiu-Ling Xu, Guanhong Tao, Xiangyu Zhang

We propose a novel technique that can generate natural-looking adversarial examples by bounding the variations induced for internal activation values in some deep layer(s), through a distribution quantile bound and a polynomial barrier loss function.

Adversarial Attack

Bridging Machine Learning and Logical Reasoning by Abductive Learning

1 code implementation NeurIPS 2019 Wang-Zhou Dai, Qiu-Ling Xu, Yang Yu, Zhi-Hua Zhou

In the area of artificial intelligence (AI), the two abilities are usually realised by machine learning and logic programming, respectively.

BIG-bench Machine Learning Logical Reasoning

Tunneling Neural Perception and Logic Reasoning through Abductive Learning

1 code implementation4 Feb 2018 Wang-Zhou Dai, Qiu-Ling Xu, Yang Yu, Zhi-Hua Zhou

Perception and reasoning are basic human abilities that are seamlessly connected as part of human intelligence.

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