Search Results for author: Jia-Wei Zhao

Found 7 papers, 3 papers with code

A Knowledge Graph based Approach for Mobile Application Recommendation

no code implementations18 Sep 2020 Mingwei Zhang, Jia-Wei Zhao, Hai Dong, Ke Deng, Ying Liu

With the rapid prevalence of mobile devices and the dramatic proliferation of mobile applications (apps), app recommendation becomes an emergent task that would benefit both app users and stockholders.

graph construction

Learning compositional functions via multiplicative weight updates

1 code implementation NeurIPS 2020 Jeremy Bernstein, Jia-Wei Zhao, Markus Meister, Ming-Yu Liu, Anima Anandkumar, Yisong Yue

This paper proves that multiplicative weight updates satisfy a descent lemma tailored to compositional functions.

LEMMA

Is Depth Really Necessary for Salient Object Detection?

1 code implementation30 May 2020 Jia-Wei Zhao, Yifan Zhao, Jia Li, Xiaowu Chen

To solve this, many recent RGBD-based networks are proposed by adopting the depth map as an independent input and fuse the features with RGB information.

Object object-detection +3

A Review of Computer Vision Methods in Network Security

no code implementations7 May 2020 Jia-Wei Zhao, Rahat Masood, Suranga Seneviratne

Network security has become an area of significant importance more than ever as highlighted by the eye-opening numbers of data breaches, attacks on critical infrastructure, and malware/ransomware/cryptojacker attacks that are reported almost every day.

Anomaly Detection Malware Detection

Non-Linearity in Mapping Based Cross-Lingual Word Embeddings

no code implementations LREC 2020 Jia-Wei Zhao, Andrew Gilman

Recent works on cross-lingual word embeddings have been mainly focused on linear-mapping-based approaches, where pre-trained word embeddings are mapped into a shared vector space using a linear transformation.

Cross-Lingual Word Embeddings Self-Learning +1

signSGD with Majority Vote is Communication Efficient And Fault Tolerant

3 code implementations ICLR 2019 Jeremy Bernstein, Jia-Wei Zhao, Kamyar Azizzadenesheli, Anima Anandkumar

Workers transmit only the sign of their gradient vector to a server, and the overall update is decided by a majority vote.

Benchmarking

Cost-Effective Training of Deep CNNs with Active Model Adaptation

no code implementations15 Feb 2018 Sheng-Jun Huang, Jia-Wei Zhao, Zhao-Yang Liu

Deep convolutional neural networks have achieved great success in various applications.

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