output
20172022
most citedEAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples

63 citations

9 papers

physics.med-ph2022★ 1 cited

OpenKBP-Opt: An international and reproducible evaluation of 76 knowledge-based planning pipelines

Aaron Babier, Rafid Mahmood, Binghao Zhang +56

We establish an open framework for developing plan optimization models for knowledge-based planning (KBP) in radiotherapy. Our framework includes reference plans for 100 patients w…

eess.AS2020★ 32 cited

Unconditional Audio Generation with Generative Adversarial Networks and Cycle Regularization

Jen-Yu Liu, Yu-Hua Chen, Yin-Cheng Yeh +1

In a recent paper, we have presented a generative adversarial network (GAN)-based model for unconditional generation of the mel-spectrograms of singing voices. As the generator of…

cs.SD2020★ 50 cited

Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano Compositions

Yu-Siang Huang, Yi-Hsuan Yang

A great number of deep learning based models have been recently proposed for automatic music composition. Among these models, the Transformer stands out as a prominent approach for…

cs.LG2019★ 11 cited

EnsemFDet: An Ensemble Approach to Fraud Detection based on Bipartite Graph

Yuxiang Ren, Hao Zhu, Jiawei Zhang +2

Fraud detection is extremely critical for e-commerce business. It is the intent of the companies to detect and prevent fraud as early as possible. Existing fraud detection methods…

cond-mat.stat-mech2019★ 28 cited

Deep learning of topological phase transitions from entanglement aspects

Yuan-Hong Tsai, Meng-Zhe Yu, Yu-Hao Hsu +1

The one-dimensional -wave superconductor proposed by Kitaev has long been a classic example for understanding topological phase transitions through various methods, such as exam…

cs.SD2019★ 2 cited

Improving Automatic Jazz Melody Generation by Transfer Learning Techniques

Hsiao-Tzu Hung, Chung-Yang Wang, Yi-Hsuan Yang +1

In this paper, we tackle the problem of transfer learning for Jazz automatic generation. Jazz is one of representative types of music, but the lack of Jazz data in the MIDI format…

cs.CV2018★ 6 cited

Deep Learning for Automated Classification of Tuberculosis-Related Chest X-Ray: Dataset Specificity Limits Diagnostic Performance Generalizability

Seelwan Sathitratanacheewin, Krit Pongpirul

Machine learning has been an emerging tool for various aspects of infectious diseases including tuberculosis surveillance and detection. However, WHO provided no recommendations on…

cs.CV2018★ 3 cited

Cube Padding for Weakly-Supervised Saliency Prediction in 360° Videos

Hsien-Tzu Cheng, Chun-Hung Chao, Jin-Dong Dong +3

Automatic saliency prediction in 360° videos is critical for viewpoint guidance applications (e.g., Facebook 360 Guide). We propose a spatial-temporal network which is (1) weakly-s…

stat.ML2017★ 63 cited

EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples

Pin-Yu Chen, Yash Sharma, Huan Zhang +2

Recent studies have highlighted the vulnerability of deep neural networks (DNNs) to adversarial examples - a visually indistinguishable adversarial image can easily be crafted to c…