Kang Liu

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 20

Top Topics

Image Compression

Machine Learning Systems

Malicious Users

Top Venues

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.

Publications

Kang Liu, Di Wu, Yangyu Wu, Yiru Wang, Dan Feng, Benjamin Tan, Siddharth Garg
Manipulation Attacks on Learned Image Compression. IEEE Trans. Artif. Intell. 5 (6) (2024)
Xiaoxiao Liang, Haoyu Yang, Kang Liu, Bei Yu, Yuzhe Ma
CAMO: Correlation-Aware Mask Optimization with Modulated Reinforcement Learning. CoRR (2024)
Renzhi Xiao, Hong Jiang, Dan Feng, Yuchong Hu, Wei Tong, Kang Liu, Yucheng Zhang, Xueliang Wei, Zhengtao Li
Accelerating Persistent Hash Indexes via Reducing Negative Searches. ICCD (2023)
Kang Liu, Di Wu, Yiru Wang, Dan Feng, Benjamin Tan, Siddharth Garg
Denial-of-Service Attacks on Learned Image Compression. CoRR (2022)
Kang Liu, Jeff Jun Zhang, Benjamin Tan, Dan Feng
Can We Trust Machine Learning for Electronic Design Automation? SoCC (2021)
Haoyu Yang, Shifan Zhang, Kang Liu, Siting Liu, Benjamin Tan, Ramesh Karri, Siddharth Garg, Bei Yu, Evangeline F. Y. Young
Attacking a CNN-based Layout Hotspot Detector Using Group Gradient Method. ASP-DAC (2021)
Kang Liu, Benjamin Tan, Siddharth Garg
Subverting Privacy-Preserving GANs: Hiding Secrets in Sanitized Images. AAAI (2021)
Kang Liu, Benjamin Tan, Gaurav Rajavendra Reddy, Siddharth Garg, Yiorgos Makris, Ramesh Karri
Bias Busters: Robustifying DL-Based Lithographic Hotspot Detectors Against Backdooring Attacks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 40 (10) (2021)
Akshaj Kumar Veldanda, Kang Liu, Benjamin Tan, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri, Brendan Dolan-Gavitt, Siddharth Garg
NNoculation: Catching BadNets in the Wild. AISec@CCS (2021)
Kang Liu, Benjamin Tan, Ramesh Karri, Siddharth Garg
Training Data Poisoning in ML-CAD: Backdooring DL-Based Lithographic Hotspot Detectors. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 40 (6) (2021)
Kang Liu, Benjamin Tan, Gaurav Rajavendra Reddy, Siddharth Garg, Yiorgos Makris, Ramesh Karri
Bias Busters: Robustifying DL-based Lithographic Hotspot Detectors Against Backdooring Attacks. CoRR (2020)
Kang Liu, Haoyu Yang, Yuzhe Ma, Benjamin Tan, Bei Yu, Evangeline F. Y. Young, Ramesh Karri, Siddharth Garg
Adversarial Perturbation Attacks on ML-based CAD: A Case Study on CNN-based Lithographic Hotspot Detection. ACM Trans. Design Autom. Electr. Syst. 25 (5) (2020)
Kang Liu, Benjamin Tan, Siddharth Garg
Subverting Privacy-Preserving GANs: Hiding Secrets in Sanitized Images. CoRR (2020)
Akshaj Kumar Veldanda, Kang Liu, Benjamin Tan, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri, Brendan Dolan-Gavitt, Siddharth Garg
NNoculation: Broad Spectrum and Targeted Treatment of Backdoored DNNs. CoRR (2020)
Kang Liu, Benjamin Tan, Ramesh Karri, Siddharth Garg
Poisoning the (Data) Well in ML-Based CAD: A Case Study of Hiding Lithographic Hotspots. DATE (2020)
Jeff Jun Zhang, Kang Liu, Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Theocharis Theocharides, Alessandro Artussi, Muhammad Shafique, Siddharth Garg
Building Robust Machine Learning Systems: Current Progress, Research Challenges, and Opportunities. DAC (2019)
Kang Liu, Haoyu Yang, Yuzhe Ma, Benjamin Tan, Bei Yu, Evangeline F. Y. Young, Ramesh Karri, Siddharth Garg
Are Adversarial Perturbations a Showstopper for ML-Based CAD? A Case Study on CNN-Based Lithographic Hotspot Detection. CoRR (2019)
Tianyu Gu, Kang Liu, Brendan Dolan-Gavitt, Siddharth Garg
BadNets: Evaluating Backdooring Attacks on Deep Neural Networks. IEEE Access 7 (2019)
Kang Liu, Brendan Dolan-Gavitt, Siddharth Garg
Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks. CoRR (2018)
Kang Liu, Brendan Dolan-Gavitt, Siddharth Garg
Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks. RAID (2018)
Ju Ren, Yaoxue Zhang, Kang Liu
An Energy-Efficient Cyclic Diversionary Routing Strategy against Global Eavesdroppers in Wireless Sensor Networks. Int. J. Distributed Sens. Networks 9 (2013)