Sheng Shen
- SqueezeLLM: Dense-and-Sparse Quantization
2023/06/13 by Sehoon Kim, Kim, Sehoon, Coleman Hooper +13 · 3 voices · 29 citations
Computer Science · #cs.CL #cs.LG
- Poisoning Language Models During Instruction Tuning
2023/05/01 by Alexander Wan, Wan, Alexander, Eric Wallace +5 · 3 voices · 36 citations
Computer Science · #Adversarial Robustness in Machine Learning #cs.CL #cs.CR #cs.LG
- AgentBench: Evaluating LLMs as Agents
2023/08/07 by Xiao Liu, Hao Yu, Liu, Xiao +41 · 135 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- Aligning Large Multimodal Models with Factually Augmented RLHF
2023/09/25 by Zhiqing Sun, Sheng Shen, Sun, Zhiqing +21 · 107 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Text Readability and Simplification #Topic Modeling
- Multitask Prompted Training Enables Zero-Shot Task Generalization
2021/10/15 by Victor Sanh, Sanh, Victor, Albert Webson +79 · 64 citations
Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- RAFT: Adapting Language Model to Domain Specific RAG
2024/03/15 by Tianjun Zhang, Shishir G. Patil, Zhang, Tianjun +11 · 1 voice · 30 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL
- MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens
2024/06/17 by Anas Awadalla, Le Xue, Awadalla, Anas +26 · 1 voice · 7 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.CV #cs.LG
- How Much Can CLIP Benefit Vision-and-Language Tasks?
2021/07/13 by Sheng Shen, Liunian Harold Li, Shen, Sheng +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 #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Speech and dialogue systems
- Large Language Models are Visual Reasoning Coordinators
2023/10/23 by Liangyu Chen, Bo Li, Chen, Liangyu +13 · 15 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Staged Training for Transformer Language Models
2022/03/11 by Sheng Shen, Shen, Sheng, Pete Walsh +9 · 9 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
- Scaling Vision-Language Models with Sparse Mixture of Experts
2023/03/13 by Sheng Shen, Shen, Sheng, Zhewei Yao +9 · 9 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Domain Adaptation and Few-Shot Learning
- One Parameter Defense -- Defending against Data Inference Attacks via Differential Privacy
2022/03/13 by Dayong Ye, Ye, Dayong, Sheng Shen +7 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
- Reservoir Transformers
2020/12/30 by Sheng Shen, Shen, Sheng, Alexei Baevski +9 · 4 citations
Computer Science · #Neural Networks and Reservoir Computing #Neural Networks and Applications #Machine Learning and ELM
- LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement
2024/03/22 by Lee, Nicholas, Thanakul Wattanawong, Sehoon Kim +13 · 7 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
- Discovering Non-monotonic Autoregressive Orderings with Variational Inference
2021/10/27 by Xuanlin Li, Brandon Trabucco, Li, Xuanlin +11 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Implicit Transformer Network for Screen Content Image Continuous Super-Resolution
2021/12/12 by Jingyu Yang, Yang, Jingyu, Sheng Shen +5 · 2 citations
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Video Quality Assessment #Multimedia (cs.MM)
- AvalonBench: Evaluating LLMs Playing the Game of Avalon
2023/10/08 by Jonathan Light, Light, Jonathan, Min Cai +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Noisy Self-Knowledge Distillation for Text Summarization
2020/09/15 by Yang Liu, Liu, Yang, Sheng Shen +3 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text and Document Classification Technologies #Topic Modeling
- LEAP: Learnable Pruning for Transformer-based Models
2021/05/30 by Zhewei Yao, Yao, Zhewei, Xiaoxia Wu +11 · 1 citation
Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Reinforcement Unlearning
2023/12/26 by Dayong Ye, Ye, Dayong, Tianqing Zhu +12 · 1 citation
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Enhancing Fundus Image-based Glaucoma Screening via Dynamic Global-Local Feature Integration
2025/04/01 by Yuzhuo Zhou, Zhou, Yuzhuo, Chi Liu +11 · 1 citation
Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Glaucoma and retinal disorders #Retinal Diseases and Treatments #Retinal Imaging and Analysis
- Reimagining Linear Probing: Kolmogorov-Arnold Networks in Transfer Learning
2024/09/12 by Sheng Shen, Rabih Younes, Shen, Sheng +1 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Neural Networks and Applications
- Accelerating Low-field MRI: From Compressed Sensing to Deep Learning Reconstruction with CNNs and Transformers
2024/11/11 by Efrat Shimron, Shimron, Efrat, Shanshan Shan +17 · 1 citation
Engineering · Medicine · Physics and Astronomy · #Advanced MRI Techniques and Applications #Atomic and Subatomic Physics Research #FOS: Physical sciences #Medical Physics (physics.med-ph) #Photoacoustic and Ultrasonic Imaging