Tianle Cai
- Scaling Latent Reasoning via Looped Language Models
2025/10/29 by Rui-Jie Zhu, Zixuan Wang, Zhu, Rui-Jie +63 · 14 voices · 21 citations
#cs.CL
- Large Language Models as Tool Makers
2023/05/26 by Tianle Cai, Xuezhi Wang, Cai, Tianle +7 · 2 voices · 28 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG #stat.ML
- Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads
2024/01/19 by Tianle Cai, Cai, Tianle, Yuhong Li +11 · 135 citations
Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- SnapKV: LLM Knows What You are Looking for Before Generation
2024/04/22 by Yuhong Li, Yingbing Huang, Li, Yuhong +15 · 129 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences
- SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models
2024/11/07 by Muyang Li, Li, Muyang, Yujun Lin +17 · 1 voice · 41 citations
#cs.CV #cs.LG
- GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training
2020/09/07 by Tianle Cai, Shengjie Luo, Cai, Tianle +9 · 13 citations
Computer Science · Engineering · Materials Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #FOS: Mathematics #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Optimization and Control (math.OC)
- REST: Retrieval-Based Speculative Decoding
2023/11/14 by Zhenyu He, Zexuan Zhong, He, Zhenyu +7 · 19 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models
2024/02/29 by Muyang Li, Tianle Cai, Li, Muyang +17 · 16 citations
Computer Science · Mathematics · Medicine · #Advanced Mathematical Modeling in Engineering #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications #Statistical Methods and Inference
- JetMoE: Reaching Llama2 Performance with 0.1M Dollars
2024/04/11 by Yikang Shen, Shen, Yikang, Zhen Guo +5 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- Accelerating Greedy Coordinate Gradient and General Prompt Optimization via Probe Sampling
2024/03/02 by Yiran Zhao, Zhao, Yiran, Wenyue Zheng +11 · 8 citations
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Medical Image Segmentation Techniques #Advanced Vision and Imaging
- Training-Free Activation Sparsity in Large Language Models
2024/08/26 by James Liu, Liu, James, Pragaash Ponnusamy +9 · 9 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- A Survey on Latent Reasoning
2025/07/08 by Ruijie Zhu, Tianhao Peng, Zhu, Rui-Jie +59 · 16 citations
Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
- Reward Collapse in Aligning Large Language Models
2023/05/28 by Ziang Song, Song, Ziang, Tianle Cai +5 · 2 citations
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Topic Modeling
- Defective Convolutional Networks
2019/11/19 by Tiange Luo, Luo, Tiange, Tianle Cai +9 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
- A Theory of Label Propagation for Subpopulation Shift
2021/02/22 by Tianle Cai, Ruiqi Gao, Cai, Tianle +5 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning and ELM #Multimodal Machine Learning Applications
- Towards Certifying L-infinity Robustness using Neural Networks with L-inf-dist Neurons
2021/02/10 by Bohang Zhang, Tianle Cai, Zhang, Bohang +7 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)