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Aojun Zhou

  1. MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?
    2024/03/21 by Renrui Zhang, Dongzhi Jiang, Zhang, Renrui +18 · 208 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematics, Computing, and Information Processing
  2. LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention
    2023/03/28 by Renrui Zhang, Jiaming Han, Zhang, Renrui +16 · 94 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  3. LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model
    2023/04/28 by Peng Gao, Jiaming Han, Gao, Peng +21 · 64 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Topic Modeling
  4. Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights
    2017/02/09 by Aojun Zhou, Anbang Yao, Zhou, Aojun +7 · 32 citations
    Computer Science · Neuroscience · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Brain Tumor Detection and Classification
  5. JourneyDB: A Benchmark for Generative Image Understanding
    2023/07/03 by Keqiang Sun, Junting Pan, Sun, Keqiang +24 · 42 citations
    Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques
  6. MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning
    2023/10/05 by Ke Wang, Wang, Ke, Houxing Ren +17 · 41 citations
    Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational Physics and Python Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Numerical Methods and Algorithms #Statistics Education and Methodologies
  7. Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch
    2021/02/08 by Aojun Zhou, Yukun Ma, Zhou, Aojun +13 · 18 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 #Hardware Architecture (cs.AR) #Machine Learning and ELM
  8. Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models
    2024/02/22 by Xudong Lü, Qi Liu, Lu, Xudong +13 · 28 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Expert finding and Q&A systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Recommender Systems and Techniques #Speech and dialogue systems
  9. MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
    2024/07/11 by Renrui Zhang, Xinyu Wei, Zhang, Renrui +22 · 35 citations
    Social Sciences · #Mathematics Education and Teaching Techniques
  10. Group Fisher Pruning for Practical Network Compression
    2021/08/02 by Liyang Liu, Shilong Zhang, Liu, Liyang +17 · 15 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
  11. Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification
    2023/08/15 by Aojun Zhou, Ke Wang, Zhou, Aojun +19 · 18 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
  12. Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement
    2023/04/03 by Xiangyang Zhu, Renrui Zhang, Zhu, Xiangyang +11 · 14 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications
  13. ThinK: Thinner Key Cache by Query-Driven Pruning
    2024/07/30 by Yuhui Xu, Zhanming Jie, Xu, Yuhui +15 · 15 citations
    Computer Science · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Parallel Computing and Optimization Techniques
  14. Omni-Dimensional Dynamic Convolution
    2022/09/16 by Chao Li, Aojun Zhou, Li, Chao +3 · 8 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code
    2024/10/10 by Zimu Lu, Lu, Zimu, Aojun Zhou +13 · 16 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning
  16. RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation
    2023/12/26 by Sichun Luo, Bowei He, Luo, Sichun +18 · 8 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  17. Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation
    2024/01/25 by Sichun Luo, Luo, Sichun, Yuxuan Yao +18 · 8 citations
    Computer Science · Medicine · #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Radiomics and Machine Learning in Medical Imaging #Recommender Systems and Techniques #Topic Modeling
  18. MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning
    2025/06/05 by Xinyan Chen, Chen, Xinyan, Renrui Zhang +11 · 21 citations
    Computer Science · #Advanced Graph Neural Networks #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  19. MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning
    2025/05/15 by Ke Wang, Wang, Ke, Junting Pan +19 · 23 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Educational Tools and Methods #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning
  20. Deep Neural Network Compression with Single and Multiple Level Quantization
    2018/03/06 by Yuhui Xu, Xu, Yuhui, Yongzhuang Wang +7 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Data Compression Techniques #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Cancer-related molecular mechanisms research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  21. WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch
    2025/05/06 by Zhaohui Lu, Yun Yang, Lu, Zimu +15 · 15 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mathematics, Computing, and Information Processing #Web Data Mining and Analysis
  22. An Algorithm–Hardware Co-Optimized Framework for Accelerating N:M Sparse Transformers
    2022/11/01 by Chao Fang, Aojun Zhou, Zhongfeng Wang · 3 citations
  23. BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices
    2024/11/16 by Xudong Lü, Lu, Xudong, Yinghao Chen +40 · 7 citations
    Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
  24. Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning
    2024/06/30 by Zimu Lu, Aojun Zhou, Lu, Zimu +13 · 5 citations
    Computer Science · #Intelligent Tutoring Systems and Adaptive Learning
  25. ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation
    2024/05/27 by Houxing Ren, Ren, Houxing, Mingjie Zhan +9 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Model-Driven Software Engineering Techniques #Software Testing and Debugging Techniques
  26. UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents
    2025/05/27 by Han Xiao, Guozhi Wang, Xiao, Han +27 · 6 citations
    Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Agent-Based Network Management #Peer-to-Peer Network Technologies
  27. TerDiT: Ternary Diffusion Models with Transformers
    2024/05/23 by Xudong Lu, Lu, Xudong, Aojun Zhou +16 · 1 citation
    Physics and Astronomy · #Theoretical and Computational Physics