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Zhou, Aojun

  1. MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?
    2024/03/21 by Zhang, Renrui, Jiang, Dongzhi, Zhang, Yichi +8 · 163 citations
    #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)
  2. LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention
    2023/03/28 by Renrui Zhang, Zhang, Renrui, Jiaming Han +16 · 66 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 Gao, Peng, Han, Jiaming, Zhang, Renrui +9 · 46 citations
    #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)
  4. Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights
    2017/02/09 by Aojun Zhou, Anbang Yao, Zhou, Aojun +7 · 19 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 · 28 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 Wang, Ke, Ren, Houxing, Zhou, Aojun +7 · 30 citations
    #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)
  7. Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models
    2024/02/22 by Xudong Lü, Lu, Xudong, Qi Liu +13 · 26 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
  8. Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch
    2021/02/08 by Aojun Zhou, Zhou, Aojun, Yukun Ma +13 · 13 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
  9. MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
    2024/07/11 by Renrui Zhang, Xinyu Wei, Zhang, Renrui +22 · 26 citations
    Social Sciences · #Mathematics Education and Teaching Techniques
  10. Group Fisher Pruning for Practical Network Compression
    2021/08/02 by Liyang Liu, Liu, Liyang, Shilong Zhang +17 · 13 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
  11. MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs
    2024/02/26 by Lu, Zimu, Zhou, Aojun, Ren, Houxing +5 · 20 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  12. Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification
    2023/08/15 by Aojun Zhou, Zhou, Aojun, Ke Wang +19 · 14 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
  13. Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement
    2023/04/03 by Xiangyang Zhu, Zhu, Xiangyang, Renrui Zhang +11 · 11 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
  14. Adversarial Robustness vs Model Compression, or Both?
    2019/03/29 by Ye, Shaokai, Xu, Kaidi, Liu, Sijia +6 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Incorporating Convolution Designs into Visual Transformers
    2021/03/22 by Yuan, Kun, Guo, Shaopeng, Liu, Ziwei +3 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  16. MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code
    2024/10/10 by Zimu Lu, Aojun Zhou, Lu, Zimu +13 · 13 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
  17. Omni-Dimensional Dynamic Convolution
    2022/09/16 by Chao Li, Li, Chao, Aojun Zhou +3 · 6 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)
  18. ThinK: Thinner Key Cache by Query-Driven Pruning
    2024/07/30 by Yuhui Xu, Xu, Yuhui, Zhanming Jie +15 · 10 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
  19. MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning
    2025/06/05 by Xinyan Chen, Renrui Zhang, Chen, Xinyan +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
  20. MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning
    2025/05/15 by Wang, Ke, Pan, Junting, Wei, Linda +8 · 23 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  21. RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation
    2023/12/26 by Sichun Luo, Bowei He, Luo, Sichun +18 · 6 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  22. Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation
    2024/01/25 by Sichun Luo, Yuxuan Yao, Luo, Sichun +18 · 6 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
  23. Deep Neural Network Compression with Single and Multiple Level Quantization
    2018/03/06 by Xu, Yuhui, Wang, Yongzhuang, Zhou, Aojun +2 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  24. BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices
    2024/11/16 by Xudong Lü, Yinghao Chen, Lu, Xudong +40 · 6 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
  25. WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch
    2025/05/06 by Zhaohui Lu, Yun Yang, Lu, Zimu +15 · 11 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mathematics, Computing, and Information Processing #Web Data Mining and Analysis
  26. Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning
    2024/06/30 by Zimu Lu, Aojun Zhou, Lu, Zimu +13 · 4 citations
    Computer Science · #Intelligent Tutoring Systems and Adaptive Learning
  27. UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents
    2025/05/27 by Han Xiao, Xiao, Han, Guozhi Wang +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
  28. MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
    2025/10/16 by Shi, Weikang, Yu, Aldrich, Fang, Rongyao +11 · 8 citations
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  29. Chimera: Improving Generalist Model with Domain-Specific Experts
    2024/12/08 by Peng, Tianshuo, Li, Mingsheng, Yuan, Jiakang +11 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  30. ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation
    2024/05/27 by Houxing Ren, Mingjie Zhan, Ren, Houxing +9 · 2 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
  31. NODI: Out-Of-Distribution Detection with Noise from Diffusion
    2024/01/13 by Zhou, Jingqiu, Zhou, Aojun, Li, Hongsheng · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  32. 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
  33. Alignment with Fill-In-the-Middle for Enhancing Code Generation
    2025/08/27 by Ren, Houxing, Lu, Zimu, Shi, Weikang +7 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  34. GenieBlue: Integrating both Linguistic and Multimodal Capabilities for Large Language Models on Mobile Devices
    2025/03/08 by Lu, Xudong, Chen, Yinghao, Wu, Renshou +10 · 1 citation
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences