Yiyou Sun
- Out-of-Distribution Detection with Deep Nearest Neighbors
2022/04/13 by Yiyou Sun, Sun, Yiyou, Yifei Ming +5 · 63 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- ReAct: Out-of-distribution Detection With Rectified Activations
2021/11/24 by Yiyou Sun, Sun, Yiyou, Chuan Guo +3 · 40 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Delving into Out-of-Distribution Detection with Vision-Language Representations
2022/11/24 by Yifei Ming, Ming, Yifei, Ziyang Cai +9 · 22 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection
2023/06/15 by Jingyang Zhang, Jingkang Yang, Zhang, Jingyang +21 · 23 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Data Stream Mining Techniques #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing
- Dream the Impossible: Outlier Imagination with Diffusion Models
2023/09/23 by Xuefeng Du, Yiyou Sun, Du, Xuefeng +5 · 13 citations
Computer Science · #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #Generative Adversarial Networks and Image Synthesis
- Uncertainty Quantification for In-Context Learning of Large Language Models
2024/02/15 by Ling Chen, Xujiang Zhao, Ling, Chen +23 · 9 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Revisiting the Importance of Individual Units in CNNs via Ablation
2018/06/07 by Bolei Zhou, Zhou, Bolei, Yiyou Sun +5 · 5 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection?
2023/12/22 by Soumya Suvra Ghosal, Yiyou Sun, Ghosal, Soumya Suvra +3 · 4 citations
Computer Science · Environmental Science · #Air Quality Monitoring and Forecasting #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment
2023/03/23 by Yiyou Sun, Yaojie Liu, Sun, Yiyou +7 · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biometric Identification and Security #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Forensic and Genetic Research
- DALD: Improving Logits-based Detector without Logits from Black-box LLMs
2024/06/07 by Cong Zeng, Zeng, Cong, Shengkun Tang +17 · 4 citations
Computer Science · Engineering · #Advanced Data Compression Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Fault Detection and Control Systems #Image and Signal Denoising Methods #Machine Learning (cs.LG)
- Agents' Last Exam
2026/06/03 by Yiyou Sun, Xinyang Han, Weichen Zhang +306 · 4 voices
#cs.AI #cs.CL #cs.LG
- A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning
2023/11/06 by Yiyou Sun, Zhenmei Shi, Sun, Yiyou +3 · 2 citations
Computer Science · Medicine · #Advanced Graph Neural Networks #Data-Driven Disease Surveillance #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Why and How LLMs Hallucinate: Connecting the Dots with Subsequence Associations
2025/04/17 by Yiyou Sun, Sun, Yiyou, Yu Gai +9 · 4 citations
Computer Science · Medicine · Psychology · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Healthcare #Mental Health via Writing #Schizophrenia research and treatment
- SAUP: Situation Awareness Uncertainty Propagation on LLM Agent
2024/12/02 by Q. C. Zhao, Zhao, Qiwei, Xujiang Zhao +17 · 2 citations
Engineering · Computer Science · #Robotics and Automated Systems #Anomaly Detection Techniques and Applications #Service-Oriented Architecture and Web Services
- RL Grokking Recipe: How Does RL Unlock and Transfer New Algorithms in LLMs?
2025/09/25 by Yiyou Sun, Yuhan Cao, Sun, Yiyou +11 · 6 citations
Computer Science · #Distributed and Parallel Computing Systems