Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models

Authors: Li, Kaican, Xie, Weiyan, Huang, Yongxiang, Deng, Didan, Hong, Lanqing, Li, Zhenguo, Silva, Ricardo, Zhang, Nevin L.

Subject Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2411.19757

Fine-Tuning Pre-trained Language Models for Robust Causal Representation Learning

Authors: Yu, Jialin, Zhou, Yuxiang, He, Yulan, Zhang, Nevin L., Silva, Ricardo

Subject Terms: Computer Science - Machine Learning, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2410.14375

Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense

Authors: Min, Rui, Qin, Zeyu, Zhang, Nevin L., Shen, Li, Cheng, Minhao

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2410.09838

Breaking the mold: The challenge of large scale MARL specialization

Authors: Juang, Stefan, Cao, Hugh, Zhou, Arielle, Liu, Ruochen, Zhang, Nevin L., Liu, Elvis

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.02128

TCM-FTP: Fine-Tuning Large Language Models for Herbal Prescription Prediction

Authors: Zhou, Xingzhi, Dong, Xin, Li, Chunhao, Bai, Yuning, Xu, Yulong, Cheung, Ka Chun, See, Simon, Song, Xinpeng, Zhang, Runshun, Zhou, Xuezhong, Zhang, Nevin L.

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Computational Engineering, Finance, and Science

Access URL: http://arxiv.org/abs/2407.10510

Resilient Practical Test-Time Adaptation: Soft Batch Normalization Alignment and Entropy-driven Memory Bank

Authors: Zhou, Xingzhi, Tian, Zhiliang, Cheung, Ka Chun, See, Simon, Zhang, Nevin L.

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2401.14619

Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts

Authors: Li, Kaican, Zhang, Yifan, Hong, Lanqing, Li, Zhenguo, Zhang, Nevin L.

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2310.06622

A Preliminary Study of the Intrinsic Relationship between Complexity and Alignment

Authors: Zhao, Yingxiu, Yu, Bowen, Hui, Binyuan, Yu, Haiyang, Huang, Fei, Li, Yongbin, Zhang, Nevin L.

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2308.05696

A Causal Framework to Unify Common Domain Generalization Approaches

Authors: Zhang, Nevin L., Li, Kaican, Gao, Han, Xie, Weiyan, Lin, Zhi, Li, Zhenguo, Wang, Luning, Huang, Yongxiang

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2307.06825

Two-Stage Holistic and Contrastive Explanation of Image Classification

Authors: Xie, Weiyan, Li, Xiao-Hui, Lin, Zhi, Poon, Leonard K. M., Cao, Caleb Chen, Zhang, Nevin L.

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2306.06339

Causal Document-Grounded Dialogue Pre-training

Authors: Zhao, Yingxiu, Yu, Bowen, Yu, Haiyang, Li, Bowen, Li, Jinyang, Wang, Chao, Huang, Fei, Li, Yongbin, Zhang, Nevin L.

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2305.10927

Consistency Regularization for Domain Generalization with Logit Attribution Matching

Authors: Gao, Han, Li, Kaican, Xie, Weiyan, Lin, Zhi, Huang, Yongxiang, Wang, Luning, Cao, Caleb Chen, Zhang, Nevin L.

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2305.07888

Semi-Supervised Lifelong Language Learning

Authors: Zhao, Yingxiu, Zheng, Yinhe, Yu, Bowen, Tian, Zhiliang, Lee, Dongkyu, Sun, Jian, Yu, Haiyang, Li, Yongbin, Zhang, Nevin L.

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2211.13050

ViT-CX: Causal Explanation of Vision Transformers

Authors: Xie, Weiyan, Li, Xiao-Hui, Cao, Caleb Chen, Zhang, Nevin L.

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2211.03064

Hard Gate Knowledge Distillation -- Leverage Calibration for Robust and Reliable Language Model

Authors: Lee, Dongkyu, Tian, Zhiliang, Zhao, Yingxiu, Cheung, Ka Chun, Zhang, Nevin L.

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2210.12427

Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation

Authors: Lee, Dongkyu, Cheung, Ka Chun, Zhang, Nevin L.

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2210.13459

Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue

Authors: Zhao, Yingxiu, Zheng, Yinhe, Tian, Zhiliang, Gao, Chang, Yu, Bowen, Yu, Haiyang, Li, Yongbin, Sun, Jian, Zhang, Nevin L.

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2210.07783

Deep Clustering with Features from Self-Supervised Pretraining

Authors: Zhou, Xingzhi, Zhang, Nevin L.

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2207.13364

Improving Meta-learning for Low-resource Text Classification and Generation via Memory Imitation

Authors: Zhao, Yingxiu, Tian, Zhiliang, Yao, Huaxiu, Zheng, Yinhe, Lee, Dongkyu, Song, Yiping, Sun, Jian, Zhang, Nevin L.

Subject Terms: Computer Science - Computation and Language, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2203.11670

Example Perplexity

Authors: Zhang, Nevin L., Xie, Weiyan, Lin, Zhi, Dong, Guanfang, Li, Xiao-Hui, Cao, Caleb Chen, Wang, Yunpeng

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2203.08813