Dacheng Li

1. Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
   2023/06/09 by Lianmin Zheng, Wei-Lin Chiang, Zheng, Lianmin +24 · 4 voices · 1246 citations
   Computer Science · #AI in Service Interactions #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Speech and dialogue systems #Topic Modeling #cs.AI #cs.CL
2. S-LoRA: Serving Thousands of Concurrent LoRA Adapters
   2023/11/06 by Ying Sheng, Shiyi Cao, Sheng, Ying +21 · 2 voices · 20 citations
   Computer Science · #Parallel Computing and Optimization Techniques #Topic Modeling #Advanced Neural Network Applications
3. LongVILA: Scaling Long-Context Visual Language Models for Long Videos
   2024/08/19 by Yukang Chen, Chen, Yukang, Fuzhao Xue +33 · 76 citations
   Computer Science · #Video Analysis and Summarization #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications
4. VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation
   2024/09/06 by Yunfeng Wu, Wu, Yecheng, Zhang, Zhuoyang +20 · 71 citations
   Computer Science · Earth and Planetary Sciences · #Advanced Image and Video Retrieval Techniques #3D Surveying and Cultural Heritage #Constraint Satisfaction and Optimization
5. NVILA: Efficient Frontier Visual Language Models
   2024/12/05 by Zhijian Liu, Liu, Zhijian, Ligeng Zhu +52 · 2 voices · 56 citations
   Computer Science · #Multimodal Machine Learning Applications #Video Analysis and Summarization #Advanced Image and Video Retrieval Techniques
6. SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal
   2024/06/20 by Tinghao Xie, Xiangyu Qi, Xie, Tinghao +29 · 39 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Reliability and Analysis Research #Topic Modeling
7. LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!
   2025/02/11 by Dacheng Li, Li, Dacheng, Shiyi Cao +21 · 2 voices · 32 citations
   Social Sciences · Economics, Econometrics and Finance · #cs.AI
8. Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
   2025/02/03 by Haocheng Xi, Xi, Haocheng, Shuo Yang +24 · 38 citations
   Computer Science · Engineering · #Advanced Optical Imaging Technologies #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
9. The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks
   2025/02/12 by Alejandro Cuadron, Dacheng Li, Cuadron, Alejandro +28 · 36 citations
   Social Sciences · #Experimental Behavioral Economics Studies
10. MPCFormer: fast, performant and private Transformer inference with MPC
    2022/11/02 by Dacheng Li, Li, Dacheng, Rulin Shao +9 · 7 citations
    Computer Science · Engineering · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
11. Fairness in Serving Large Language Models
    2023/12/31 by Ying Sheng, Shiyi Cao, Sheng, Ying +13 · 7 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Performance (cs.PF)
12. MPC-Minimized Secure LLM Inference
    2024/08/07 by Deevashwer Rathee, Rathee, Deevashwer, Dacheng Li +7 · 4 citations
    Computer Science · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Interconnection Networks and Systems #Machine Learning (cs.LG)
13. AMP: Automatically Finding Model Parallel Strategies with Heterogeneity Awareness
    2022/10/13 by Dacheng Li, Hongyi Wang, Li, Dacheng +5 · 2 citations
    Computer Science · #Cloud Computing and Resource Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Software System Performance and Reliability
14. Locality-aware Fair Scheduling in LLM Serving
    2025/01/24 by Shiyi Cao, Yichuan Wang, Cao, Shiyi +22 · 4 citations
    Computer Science · Engineering · #Advanced Manufacturing and Logistics Optimization #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Petri Nets in System Modeling #Scheduling and Optimization Algorithms #and Cluster Computing (cs.DC)
15. Efficient-vDiT: Efficient Video Diffusion Transformers With Attention Tile
    2025/02/10 by Hangliang Ding, Ding, Hangliang, Dacheng Li +9 · 4 citations
    Engineering · Computer Science · #Advanced Memory and Neural Computing #Advanced Optical Imaging Technologies #Neural Networks and Reservoir Computing
16. Does compressing activations help model parallel training?
    2023/01/06 by Song Bian, Bian, Song, Dacheng Li +7 · 1 citation
    Computer Science · #Algorithms and Data Compression #Machine Learning and Data Classification #Generative Adversarial Networks and Image Synthesis