Double Perturbation: On the Robustness of Robustness and Counterfactual Bias Evaluation NAACL

Chong Zhang | Jieyu Zhao | Huan Zhang | Kai-Wei Chang | Cho-Jui Hsieh |

Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution EMNLP

Zongyi Li | Jianhan Xu | Jiehang Zeng | Linyang Li | Xiaoqing Zheng | Qi Zhang | Kai-Wei Chang | Cho-Jui Hsieh |

Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble ACL IJCNLP

Yi Zhou | Xiaoqing Zheng | Cho-Jui Hsieh | Kai-Wei Chang | Xuanjing Huang |

On the Transferability of Adversarial Attacks against Neural Text Classifier EMNLP

Liping Yuan | Xiaoqing Zheng | Yi Zhou | Cho-Jui Hsieh | Kai-Wei Chang |

What Does BERT with Vision Look At? ACL

Liunian Harold Li | Mark Yatskar | Da Yin | Cho-Jui Hsieh | Kai-Wei Chang |

Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples ACL

Xiaoqing Zheng | Jiehang Zeng | Yi Zhou | Cho-Jui Hsieh | Minhao Cheng | Xuanjing Huang |

MulCode: A Multiplicative Multi-way Model for Compressing Neural Language Model EMNLP

Yukun Ma | Patrick H. Chen | Cho-Jui Hsieh |

Evaluating and Enhancing the Robustness of Dialogue Systems: A Case Study on a Negotiation Agent NAACL

Minhao Cheng | Wei Wei | Cho-Jui Hsieh |

On the Robustness of Self-Attentive Models ACL

Yu-Lun Hsieh | Minhao Cheng | Da-Cheng Juan | Wei Wei | Wen-Lian Hsu | Cho-Jui Hsieh |

Efficient Contextual Representation Learning With Continuous Outputs TACL

Liunian Harold Li | Patrick H. Chen | Cho-Jui Hsieh | Kai-Wei Chang |

Learning Word Embeddings for Low-Resource Languages by PU Learning NAACL

Chao Jiang | Hsiang-Fu Yu | Cho-Jui Hsieh | Kai-Wei Chang |

Attacking Visual Language Grounding with Adversarial Examples: A Case Study on Neural Image Captioning ACL

Hongge Chen | Huan Zhang | Pin-Yu Chen | Jinfeng Yi | Cho-Jui Hsieh |

Iterative Scaling and Coordinate Descent Methods for Maximum Entropy ACL IJCNLP

Fang-Lan Huang | Cho-Jui Hsieh | Kai-Wei Chang | Chih-Jen Lin |