Yang Zhang

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Kyoto University ∙ ibm ∙ CISPA ∙ University of Central Florida ∙ Hitachi China Ltd. ∙ Carnegie Mellon University

Faculty member at CISPA Helmholtz Center for Information Security.

Dynamic Backdoor Attacks Against Machine Learning Models

Machine learning (ML) has made tremendous progress during the past decad...
03/07/2020 ∙ by Ahmed Salem, et al. ∙ 50 ∙ share

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t-k-means: A k-means Variant with Robustness and Stability

Lloyd's k-means algorithm is one of the most classical clustering method...
07/17/2019 ∙ by Yang Zhang, et al. ∙ 16 ∙ share

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GAN-Leaks: A Taxonomy of Membership Inference Attacks against GANs

In recent years, the success of deep learning has carried over from disc...
09/09/2019 ∙ by Dingfan Chen, et al. ∙ 13 ∙ share

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A Game Theoretic Approach to Class-wise Selective Rationalization

Selection of input features such as relevant pieces of text has become a...
10/28/2019 ∙ by Shiyu Chang, et al. ∙ 13 ∙ share

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PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic Segmentation

The requirement of fine-grained perception by autonomous driving systems...
03/31/2020 ∙ by Yang Zhang, et al. ∙ 12 ∙ share

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An Efficient and Margin-Approaching Zero-Confidence Adversarial Attack

There are two major paradigms of white-box adversarial attacks that atte...
10/01/2019 ∙ by Yang Zhang, et al. ∙ 11 ∙ share

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Face Hallucination with Finishing Touches

Obtaining a high-quality frontal face image from a low-resolution (LR) n...
02/09/2020 ∙ by Yang Zhang, et al. ∙ 8 ∙ share

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Copy and Paste GAN: Face Hallucination from Shaded Thumbnails

Existing face hallucination methods based on convolutional neural networ...
02/25/2020 ∙ by Yang Zhang, et al. ∙ 8 ∙ share

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Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data

We propose to harness the potential of simulation for the semantic segme...
09/02/2019 ∙ by Xiangyu Yue, et al. ∙ 7 ∙ share

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Zero-Shot Voice Style Transfer with Only Autoencoder Loss

Non-parallel many-to-many voice conversion, as well as zero-shot voice c...
05/14/2019 ∙ by Kaizhi Qian, et al. ∙ 5 ∙ share

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Invariant Rationalization

Selective rationalization improves neural network interpretability by id...
03/22/2020 ∙ by Shiyu Chang, et al. ∙ 5 ∙ share

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ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Machine learning (ML) has become a core component of many real-world app...
06/04/2018 ∙ by Ahmed Salem, et al. ∙ 2 ∙ share

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Dilated Recurrent Neural Networks

Learning with recurrent neural networks (RNNs) on long sequences is a no...
10/05/2017 ∙ by Shiyu Chang, et al. ∙ 0 ∙ share

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Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes

During the last half decade, convolutional neural networks (CNNs) have t...
07/29/2017 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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Fast Generation for Convolutional Autoregressive Models

Convolutional autoregressive models have recently demonstrated state-of-...
04/20/2017 ∙ by Prajit Ramachandran, et al. ∙ 0 ∙ share

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Fast Zero-Shot Image Tagging

The well-known word analogy experiments show that the recent word vector...
05/31/2016 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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HDRFusion: HDR SLAM using a low-cost auto-exposure RGB-D sensor

We describe a new method for comparing frame appearance in a frame-to-mo...
04/04/2016 ∙ by Shuda Li, et al. ∙ 0 ∙ share

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Deep LSTM for Large Vocabulary Continuous Speech Recognition

Recurrent neural networks (RNNs), especially long short-term memory (LST...
03/21/2017 ∙ by Xu Tian, et al. ∙ 0 ∙ share

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GARDENIA: A Domain-specific Benchmark Suite for Next-generation Accelerators

This paper presents the Graph Analytics Repository for Designing Next-ge...
08/15/2017 ∙ by Zhen Xu, et al. ∙ 0 ∙ share

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CTRL+Z: Recovering Anonymized Social Graphs

Social graphs derived from online social interactions contain a wealth o...
11/15/2017 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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When Mobile Blockchain Meets Edge Computing: Challenges and Applications

Blockchain, as the backbone technology of the current popular Bitcoin di...
11/16/2017 ∙ by Zehui Xiong, et al. ∙ 0 ∙ share

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Local Contrast Learning

Learning a deep model from small data is yet an opening and challenging ...
02/10/2018 ∙ by Chuanyun Xu, et al. ∙ 0 ∙ share

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Competition and Cooperation Analysis for Data Sponsored Market: A Network Effects Model

The data sponsored scheme allows the content provider to cover parts of ...
11/03/2017 ∙ by Zehui Xiong, et al. ∙ 0 ∙ share

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Tagvisor: A Privacy Advisor for Sharing Hashtags

Hashtag has emerged as a widely used concept of popular culture and camp...
02/12/2018 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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Fully Convolutional Grasp Detection Network with Oriented Anchor Box

In this paper, we present a real-time approach to predict multiple grasp...
03/06/2018 ∙ by Xinwen Zhou, et al. ∙ 0 ∙ share

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KNPTC: Knowledge and Neural Machine Translation Powered Chinese Pinyin Typo Correction

Chinese pinyin input methods are very important for Chinese language pro...
05/02/2018 ∙ by Hengyi Cai, et al. ∙ 0 ∙ share

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A Theoretical Explanation for Perplexing Behaviors of Backpropagation-based Visualizations

Backpropagation-based visualizations have been proposed to interpret con...
05/18/2018 ∙ by Weili Nie, et al. ∙ 0 ∙ share

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Deep Learning Based Speech Beamforming

Multi-channel speech enhancement with ad-hoc sensors has been a challeng...
02/15/2018 ∙ by Kaizhi Qian, et al. ∙ 0 ∙ share

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Market-Oriented Information Trading in Internet of Things (IoT) for Smart Cities

Internet of Things (IoT) technology is a fundamental infrastructure for ...
06/14/2018 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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RealPoint3D: Point Cloud Generation from a Single Image with Complex Background

3D point cloud generation by the deep neural network from a single image...
09/08/2018 ∙ by Yan Xia, et al. ∙ 0 ∙ share

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MLCapsule: Guarded Offline Deployment of Machine Learning as a Service

With the widespread use of machine learning (ML) techniques, ML as a ser...
08/01/2018 ∙ by Lucjan Hanzlik, et al. ∙ 0 ∙ share

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Point Cloud GAN

Generative Adversarial Networks (GAN) can achieve promising performance ...
10/13/2018 ∙ by Chun-Liang Li, et al. ∙ 0 ∙ share

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Efficient Metropolitan Traffic Prediction Based on Graph Recurrent Neural Network

Traffic prediction is a fundamental and vital task in Intelligence Trans...
11/02/2018 ∙ by Xiaoyu Wang, et al. ∙ 0 ∙ share

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A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes

During the last half decade, convolutional neural networks (CNNs) have t...
12/24/2018 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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Dynamic Pricing for Revenue Maximization in Mobile Social Data Market with Network Effects

Mobile data demand is increasing tremendously in wireless social network...
08/13/2018 ∙ by Zehui Xiong, et al. ∙ 0 ∙ share

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Game Theoretic Analysis for Joint Sponsored and Edge Caching Content Service Market

With a sponsored content scheme in a wireless network, a sponsored conte...
08/13/2018 ∙ by Zehui Xiong, et al. ∙ 0 ∙ share

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Optimized Portfolio Contracts for Bidding the Cloud

Amazon EC2 provides two most popular pricing schemes--i) the costly on-...
11/30/2018 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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Optimizing seed inputs in fuzzing with machine learning

The success of a fuzzing campaign is heavily depending on the quality of...
02/07/2019 ∙ by Liang Cheng, et al. ∙ 0 ∙ share

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Improving Device-Edge Cooperative Inference of Deep Learning via 2-Step Pruning

Deep neural networks (DNNs) are state-of-the-art solutions for many mach...
03/08/2019 ∙ by Wenqi Shi, et al. ∙ 0 ∙ share

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Updates-Leak: Data Set Inference and Reconstruction Attacks in Online Learning

Machine learning (ML) has progressed rapidly during the past decade and ...
04/01/2019 ∙ by Ahmed Salem, et al. ∙ 0 ∙ share

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Based on Graph-VAE Model to Predict Student's Score

The OECD pointed out that the best way to keep students up to school is ...
03/08/2019 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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VAE-based regularization for deep speaker embedding

Deep speaker embedding has achieved state-of-the-art performance in spea...
04/07/2019 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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Language in Our Time: An Empirical Analysis of Hashtags

Hashtags in online social networks have gained tremendous popularity dur...
05/11/2019 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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AUTOVC: Zero-Shot Voice Style Transfer with Only Autoencoder Loss

Non-parallel many-to-many voice conversion, as well as zero-shot voice c...
05/14/2019 ∙ by Kaizhi Qian, et al. ∙ 0 ∙ share

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Key Features of the Coupled Hand-operated Balanced Manipulator (HOBM) and Lightweight Robot (LWR)

The paper deals with coupled systems including hand-operated balanced ma...
08/07/2019 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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An Online Reinforcement Learning Approach to Quality-Cost-Aware Task Allocation for Multi-Attribute Social Sensing

Social sensing has emerged as a new sensing paradigm where humans (or de...
09/11/2019 ∙ by Yang Zhang, et al. ∙ 0 ∙ share

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MemGuard: Defending against Black-Box Membership Inference Attacks via Adversarial Examples

In a membership inference attack, an attacker aims to infer whether a da...
09/23/2019 ∙ by Jinyuan Jia, et al. ∙ 0 ∙ share

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Analyzing Recurrent Neural Network by Probabilistic Abstraction

Neural network is becoming the dominant approach for solving many real-w...
09/22/2019 ∙ by Guoliang Dong, et al. ∙ 0 ∙ share

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A System-Level Solution for Low-Power Object Detection

Object detection has made impressive progress in recent years with the h...
09/24/2019 ∙ by Fanrong Li, et al. ∙ 0 ∙ share

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Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control

Selective rationalization has become a common mechanism to ensure that p...
10/29/2019 ∙ by Mo Yu, et al. ∙ 0 ∙ share

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Yang Zhang

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