Hongyang R. Zhang
- Correct-N-Contrast: A Contrastive Approach for Improving Robustness to Spurious Correlations
2022/03/03 by Michael Zhang, Nimit S. Sohoni, Zhang, Michael +7 · 13 citations
Computer Science · #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning #Anomaly Detection Techniques and Applications
- Understanding and Improving Information Transfer in Multi-Task Learning
2020/05/02 by Sen Wu, Hongyang R. Zhang, Wu, Sen +3 · 13 citations
Computer Science · Medicine · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #COVID-19 diagnosis using AI
- Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers
2020/10/22 by Fan Yang, Yang, Fan, Hongyang R. Zhang +7 · 7 citations
Computer Science · Physics and Astronomy · Mathematics · #Neural Networks and Applications #Statistical Mechanics and Entropy #Statistical Methods and Inference
- Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees
2022/06/06 by Haotian Ju, Ju, Haotian, Dongyue Li +3 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Statistics Theory (math.ST)
- Improved Regularization and Robustness for Fine-tuning in Neural Networks
2021/11/08 by Dongyue Li, Hongyang R. Zhang, Li, Dongyue +1 · 2 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Generalization in Graph Neural Networks: Improved PAC-Bayesian Bounds on Graph Diffusion
2023/02/09 by Haotian Ju, Dongyue Li, Ju, Haotian +5 · 2 citations
Computer Science · Engineering · #Advanced Graph Neural Networks #Advanced Memory and Neural Computing #Machine Learning and ELM
- Improved Group Robustness via Classifier Retraining on Independent Splits
2022/04/20 by Thien Hang Nguyen, Nguyen, Thien Hang, Hongyang R. Zhang +3 · 1 citation
Computer Science · #Machine Learning and Data Classification #Machine Learning and Algorithms #Domain Adaptation and Few-Shot Learning
- Optimal Intervention on Weighted Networks via Edge Centrality
2023/03/16 by Dongyue Li, Li, Dongyue, Tina Eliassi‐Rad +3 · 1 citation
Computer Science · Physics and Astronomy · #Complex Network Analysis Techniques #Cooperative Communication and Network Coding #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Opportunistic and Delay-Tolerant Networks #Optimization and Control (math.OC) #Social and Information Networks (cs.SI)
- Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets
2025/05/28 by Dongyue Li, Li, Dongyue, Ziniu Zhang +5 · 5 citations
Computer Science · #Topic Modeling #Machine Learning and Data Classification #Natural Language Processing Techniques