Mingfu Liang

1. AIDE: An Automatic Data Engine for Object Detection in Autonomous Driving
   2024/03/26 by Mingfu Liang, Liang, Mingfu, Jong-Chyi Su +11 · 8 citations
   Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Accelerating Multimodal Large Language Models by Searching Optimal Vision Token Reduction
   2024/11/30 by Shiyu Zhao, Zhao, Shiyu, Zhenting Wang +17 · 11 citations
   Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning
3. Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception
   2023/11/23 by Fan Lei, Fan, Lei, Mingfu Liang +7 · 5 citations
   Computer Science · #Machine Learning and Algorithms #Explainable Artificial Intelligence (XAI) #Domain Adaptation and Few-Shot Learning
4. Understanding Self-attention Mechanism via Dynamical System Perspective
   2023/08/19 by Zhongzhan Huang, Huang, Zhongzhan, Mingfu Liang +7 · 3 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Model Reduction and Neural Networks #Neural Networks and Applications #Neural Networks and Reservoir Computing
5. Exploring Compositional Visual Generation with Latent Classifier Guidance
   2023/04/25 by Changhao Shi, Shi, Changhao, Haomiao Ni +9 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Image and Video Retrieval Techniques #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
6. External Large Foundation Model: How to Efficiently Serve Trillions of Parameters for Online Ads Recommendation
   2025/02/20 by Mingfu Liang, Liang, Mingfu, Xi Liu +195 · 6 citations
   Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Consumer Market Behavior and Pricing #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Recommender Systems and Techniques
7. A Generic Shared Attention Mechanism for Various Backbone Neural Networks
   2022/10/27 by Zhongzhan Huang, Senwei Liang, Huang, Zhongzhan +5 · 1 citation
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning and ELM #Neural Networks and Applications
8. AttNS: Attention-Inspired Numerical Solving For Limited Data Scenarios
   2023/02/05 by Zhongzhan Huang, Huang, Zhongzhan, Mingfu Liang +3 · 1 citation
   Physics and Astronomy · #Model Reduction and Neural Networks
9. The Case Against Generation for Retrieval: Discriminative Language Models as Effective Retrievers
   2026/07/28 by Zhe Xu, Prachi Agrawal, Kavosh Asadi +17
   #cs.IR