Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

When Neural Networks Fail to Generalize? A Model Sensitivity Perspective


Dec 01, 2022
Jiajin Zhang, Hanqing Chao, Amit Dhurandhar, Pin-Yu Chen, Ali Tajer, Yangyang Xu, Pingkun Yan

Add code

* Accepted by AAAI 2023 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration


Nov 29, 2022
Lei Hsiung, Yung-Chen Tang, Pin-Yu Chen, Tsung-Yi Ho

Add code

* AAAI 2023 Demo Track; The demonstration is at https://hsiung.cc/NCTV/ 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Understanding and Improving Visual Prompting: A Label-Mapping Perspective


Nov 21, 2022
Aochuan Chen, Yuguang Yao, Pin-Yu Chen, Yihua Zhang, Sijia Liu

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Low-Resource Music Genre Classification with Advanced Neural Model Reprogramming


Nov 02, 2022
Yun-Ning Hung, Chao-Han Huck Yang, Pin-Yu Chen, Alexander Lerch

Add code

* Submitted to ICASSP 2023. Some experimental results were reduced due to the space limit. The implementation will be available at https://github.com/biboamy/music-repro 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Inference and Denoise: Causal Inference-based Neural Speech Enhancement


Nov 02, 2022
Tsun-An Hsieh, Chao-Han Huck Yang, Pin-Yu Chen, Sabato Marco Siniscalchi, Yu Tsao

Add code

* Submitted to ICASSP 2023 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Certified Robustness of Quantum Classifiers against Adversarial Examples through Quantum Noise


Nov 02, 2022
Jhih-Cing Huang, Yu-Lin Tsai, Chao-Han Huck Yang, Cheng-Fang Su, Chia-Mu Yu, Pin-Yu Chen, Sy-Yen Kuo

Add code

* Submitted to IEEE ICASSP 2023 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

An Empirical Evaluation of Zeroth-Order Optimization Methods on AI-driven Molecule Optimization


Oct 27, 2022
Elvin Lo, Pin-Yu Chen

Add code

* 15 pages, 4 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning


Oct 23, 2022
Kaiyuan Zhang, Guanhong Tao, Qiuling Xu, Siyuan Cheng, Shengwei An, Yingqi Liu, Shiwei Feng, Guangyu Shen, Pin-Yu Chen, Shiqing Ma, Xiangyu Zhang

Add code

* 24 pages 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Visual Prompting for Adversarial Robustness


Oct 12, 2022
Aochuan Chen, Peter Lorenz, Yuguang Yao, Pin-Yu Chen, Sijia Liu

Add code

* 6 pages, 4 figures, 3 tables 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

SynBench: Task-Agnostic Benchmarking of Pretrained Representations using Synthetic Data


Oct 07, 2022
Ching-Yun Ko, Pin-Yu Chen, Jeet Mohapatra, Payel Das, Luca Daniel

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
3
4
5
6
7
>>