Lingxiao Ma

1. The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits
   2024/02/27 by Shuming Ma, Ma, Shuming, Hongyu Wang +17 · 24 voices · 71 citations
   Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.CL #cs.LG
2. BitNet: Scaling 1-bit Transformers for Large Language Models
   2023/10/17 by Hongyu Wang, Wang, Hongyu, Shuming Ma +18 · 8 voices · 54 citations
   Computer Science · #Multimodal Machine Learning Applications #Speech Recognition and Synthesis #Topic Modeling #cs.CL
3. TileLang: A Composable Tiled Programming Model for AI Systems
   2025/04/24 by L. Wang, Wang, Lei, Cheng Yu +19 · 16 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · Engineering · #Cellular Automata and Applications #DNA and Biological Computing #Modular Robots and Swarm Intelligence
4. LUT Tensor Core: A Software-Hardware Co-Design for LUT-Based Low-Bit LLM Inference
   2024/08/12 by Zhiwen Mo, Mo, Zhiwen, Lei Wang +19 · 10 citations
   Computer Science · #Advanced Data Compression Techniques #Parallel Computing and Optimization Techniques #Advanced Data Storage Technologies
5. PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
   2023/01/26 by Ningxin Zheng, Huiqiang Jiang, Zheng, Ningxin +18 · 5 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Algorithms and Data Compression #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
6. EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse Gate
   2021/12/29 by Xiaonan Nie, Xupeng Miao, Nie, Xiaonan +17 · 3 citations
   Computer Science · #Expert finding and Q&A systems #Domain Adaptation and Few-Shot Learning #Mobile Crowdsensing and Crowdsourcing
7. SeerAttention-R: Sparse Attention Adaptation for Long Reasoning
   2025/06/10 by Shuming Guo, Gao, Yizhao, Guo, Shuming +24 · 12 citations
   Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
8. T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge
   2024/06/25 by Jianyu Wei, Shijie Cao, Ting Cao +4 · 2 voices · 1 citation
   Computer Science · Engineering · #Advanced Data Storage Technologies #Advanced Memory and Neural Computing #Parallel Computing and Optimization Techniques #cs.AI #cs.DC
9. Towards Efficient Large-Scale Graph Neural Network Computing
   2018/10/19 by Lingxiao Ma, Ma, Lingxiao, Zhi Yang +11 · 1 citation
   Computer Science · #Advanced Graph Neural Networks #Advanced Neural Network Applications #Graph Theory and Algorithms
10. TileSight: A First-Principles Tile-Centric Analytical GPU Performance Model from Cores to Clusters
    2026/07/24 by Zhiwen Mo, Yu Cheng, Lei Wang +12
    #cs.DC #cs.PF