Liu, Jiashuo
- Towards Out-Of-Distribution Generalization: A Survey
2021/08/31 by Jiashuo Liu, Liu, Jiashuo, Zheyan Shen +11 · 39 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Heterogeneous Risk Minimization
2021/05/09 by Jiashuo Liu, Zheyuan Hu, Liu, Jiashuo +7 · 4 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Speech Recognition and Synthesis
- Rethinking the Evaluation Protocol of Domain Generalization
2023/05/24 by Yu, Han, Zhang, Xingxuan, Xu, Renzhe +3 · 6 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Bridging Multicalibration and Out-of-distribution Generalization Beyond Covariate Shift
2024/06/02 by Wu, Jiayun, Liu, Jiashuo, Cui, Peng +1 · 6 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- A Survey on Evaluation of Out-of-Distribution Generalization
2024/03/04 by Yu Han, Yu, Han, Jiashuo Liu +7 · 5 citations
Computer Science · #FOS: Computer and information sciences #Image and Signal Denoising Methods #Machine Learning (cs.LG)
- Triple Generative Adversarial Networks
2019/12/20 by Li, Chongxuan, Xu, Kun, Liu, Jiashuo +2 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
2025/08/16 by Zhiyuan Zeng, Zeng, Zhiyuan, Jiashuo Liu +53 · 10 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Blockchain Technology Applications and Security #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management
- LimiX: Unleashing Structured-Data Modeling Capability for Generalist Intelligence
2025/09/03 by Xingxuan Zhang, Gang Ren, Zhang, Xingxuan +72 · 10 citations
Computer Science · #Machine Learning and Data Classification #Big Data and Digital Economy #Explainable Artificial Intelligence (XAI)
- Towards Robust Out-of-Distribution Generalization Bounds via Sharpness
2024/03/11 by Zou, Yingtian, Kawaguchi, Kenji, Liu, Yingnan +3 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Distributionally Robust Learning with Stable Adversarial Training
2021/06/30 by Liu, Jiashuo, Shen, Zheyan, Cui, Peng +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning
2025/09/16 by Hu L, Hu, Liang, Jianpeng Jiao +38 · 9 citations
Decision Sciences · #Stock Market Forecasting Methods
- Rethinking Distribution Shifts: Empirical Analysis and Inductive Modeling for Tabular Data
2023/07/11 by Wang, Tianyu, Liu, Jiashuo, Cui, Peng +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Distributionally Generative Augmentation for Fair Facial Attribute Classification
2024/03/11 by Zhang, Fengda, He, Qianpei, Kuang, Kun +5 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- DRO: A Python Library for Distributionally Robust Optimization in Machine Learning
2025/05/29 by Liu, Jiashuo, Wang, Tianyu, Lam, Henry +2 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Numerical Analysis (math.NA)
- LLM Embeddings Improve Test-time Adaptation to Tabular Y|X-Shifts
2024/10/09 by Yibo Zeng, Jiashuo Liu, Zeng, Yibo +5 · 1 citation
Physics and Astronomy · Computer Science · Engineering · #Model Reduction and Neural Networks #Computational Physics and Python Applications #Real-time simulation and control systems