Kun Kuang
- Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models
2024/02/19 by Didi Zhu, Zhu, Didi, Zhongyi Sun +13 · 10 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild
2024/02/15 by Ziyu Zhao, Zhao, Ziyu, Leilei Gan +11 · 9 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics and Automated Systems
- More Than Catastrophic Forgetting: Integrating General Capabilities For Domain-Specific LLMs
2024/05/28 by Chengyuan Liu, Yangyang Kang, Liu, Chengyuan +13 · 7 citations
Arts and Humanities · Computer Science · #Computation and Language (cs.CL) #Digital and Traditional Archives Management #FOS: Computer and information sciences #Library Science and Information Systems #Natural Language Processing Techniques
- Label-Efficient Domain Generalization via Collaborative Exploration and Generalization
2022/08/07 by Junkun Yuan, Xu Ma, Yuan, Junkun +9 · 3 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Embracing Imperfection: Simulating Students with Diverse Cognitive Levels Using LLM-based Agents
2025/05/26 by Tao Wu, Jingyuan Chen, Wu, Tao +13 · 8 citations
Computer Science · #Intelligent Tutoring Systems and Adaptive Learning
- Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization
2021/10/13 by Junkun Yuan, Yuan, Junkun, Xu Ma +9 · 2 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Privacy-Preserving Technologies in Data
- Mix Data or Merge Models? Balancing the Helpfulness, Honesty, and Harmlessness of Large Language Model via Model Merging
2025/02/08 by J. Joshua Yang, Yang, Jinluan, D. P. Jin +21 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Each Rank Could be an Expert: Single-Ranked Mixture of Experts LoRA for Multi-Task Learning
2025/01/25 by Ziyu Zhao, Zhao, Ziyu, Yixiao Zhou +20 · 4 citations
Computer Science · #Anomaly Detection Techniques and Applications #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification
- FedCFA: Alleviating Simpson's Paradox in Model Aggregation with Counterfactual Federated Learning
2024/12/25 by Zhonghua Jiang, Jimin Xu, Jiang, Zhonghua +13 · 4 citations
Computer Science · #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Evolving Knowledge Distillation with Large Language Models and Active Learning
2024/03/11 by Chengyuan Liu, Yangyang Kang, Liu, Chengyuan +11 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Stable Prediction across Unknown Environments
2018/06/16 by Kun Kuang, Kuang, Kun, Ruoxuan Xiong +7 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning and ELM
- D-Fusion: Direct Preference Optimization for Aligning Diffusion Models with Visually Consistent Samples
2025/05/28 by Zijing Hu, Fengda Zhang, Hu, Zijing +3 · 6 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Medical Image Segmentation Techniques
- Instrumental Variable-Driven Domain Generalization with Unobserved Confounders
2021/10/04 by Junkun Yuan, Xu Ma, Yuan, Junkun +13 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #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
- Debiased Graph Neural Networks with Agnostic Label Selection Bias
2022/01/19 by Shaohua Fan, Xiao Wang, Fan, Shaohua +9 · 1 citation
Computer Science · Health Professions · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Domain Generalization via Contrastive Causal Learning
2022/10/06 by Qiaowei Miao, Miao, Qiaowei, Junkun Yuan +3 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Causal Agent based on Large Language Model
2024/08/13 by Han, Kairong, Kun Kuang, Ziyu Zhao +6 · 2 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Text and Document Classification Technologies #Topic Modeling
- Causality for Large Language Models
2024/10/20 by Anpeng Wu, Kun Kuang, Wu, Anpeng +17 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Natural Language Processing Techniques #Topic Modeling
- Universal Domain Adaptation via Compressive Attention Matching
2023/04/24 by Didi Zhu, Yincuan Li, Zhu, Didi +9 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning
- MergeNet: Knowledge Migration across Heterogeneous Models, Tasks, and Modalities
2024/04/20 by Kunxi Li, Li, Kunxi, Tianyu Zhan +13 · 2 citations
Business, Management and Accounting · #Artificial Intelligence (cs.AI) #Collaboration in agile enterprises #FOS: Computer and information sciences #Machine Learning (cs.LG)
- AuG-KD: Anchor-Based Mixup Generation for Out-of-Domain Knowledge Distillation
2024/03/11 by Zihao Tang, Zheqi Lv, Tang, Zihao +11 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- RED: Unleashing Token-Level Rewards from Holistic Feedback via Reward Redistribution
2024/11/13 by Jiahui Li, Li, Jiahui, Tzu-Heng Chang +8 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Reinforcement Learning in Robotics
- Forward Once for All: Structural Parameterized Adaptation for Efficient Cloud-coordinated On-device Recommendation
2025/01/06 by Kairui Fu, Fu, Kairui, Zheqi Lv +7 · 4 citations
Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Customer churn and segmentation #Distributed #FOS: Computer and information sciences #Image and Video Quality Assessment #Information Retrieval (cs.IR) #Parallel #Recommender Systems and Techniques #and Cluster Computing (cs.DC)
- Discovering Invariant Neighborhood Patterns for Heterophilic Graphs
2024/03/15 by Ruihao Zhang, Yang, Jinluan, Zhengyu Chen +9 · 2 citations
Computer Science · #Data Management and Algorithms #Computational Geometry and Mesh Generation #Advanced Graph Theory Research
- General Information Metrics for Improving AI Model Training Efficiency
2025/01/02 by Jianfeng Xu, Congcong Liu, Xu, Jianfeng +19 · 1 citation
Computer Science · Business, Management and Accounting · Engineering · #Machine Learning and Data Classification #Big Data and Business Intelligence #Advanced Data Processing Techniques