Xia, Heming
- A Survey on In-context Learning
2022/12/31 by Qingxiu Dong, Dong, Qingxiu, Lei Li +23 · 4 voices · 135 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL
- Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation
2022/03/30 by Heming Xia, Tao Ge, Xia, Heming +5 · 32 citations
Computer Science · #Advanced Malware Detection Techniques #Algorithms and Data Compression #Advanced Data Storage Technologies
- Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding
2024/01/15 by Heming Xia, Zhe Yang, Xia, Heming +15 · 46 citations
Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- TokenSkip: Controllable Chain-of-Thought Compression in LLMs
2025/02/17 by Chak Tou Leong, Xia, Heming, Leong, Chak Tou +6 · 70 citations
Computer Science · Engineering · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Innovative Microfluidic and Catalytic Techniques Innovation
- SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration
2024/10/09 by Heming Xia, Yongqi Li, Xia, Heming +7 · 20 citations
Computer Science · Physics and Astronomy · #Advanced Data Storage Technologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Magnetic confinement fusion research #Network Packet Processing and Optimization
- Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
2025/05/22 by Xinghao Chen, Chen, Xinghao, Zhao, Anhao +16 · 16 citations
Computer Science · #Advanced Graph Neural Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
- Can Large Multimodal Models Uncover Deep Semantics Behind Images?
2024/02/17 by Yixin Yang, Yang, Yixin, Zheng Li +7 · 4 citations
Computer Science · #Digital Media Forensic Detection #Multimodal Machine Learning Applications #Image Retrieval and Classification Techniques
- Enhancing Tool Retrieval with Iterative Feedback from Large Language Models
2024/06/25 by Qiancheng Xu, Yongqi Li, Xu, Qiancheng +5 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
- Lossless Acceleration for Seq2seq Generation with Aggressive Decoding
2022/05/20 by Ge, Tao, Xia, Heming, Sun, Xin +2 · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation
2025/02/20 by Li, Rui, Xia, Heming, Yuan, Xinfeng +4 · 5 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction
2024/10/10 by Hongru Wang, Rui Wang, Wang, Hongru +13 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Mobile and Web Applications #Service-Oriented Architecture and Web Services #Software Engineering (cs.SE) #Web Applications and Data Management
- Beyond Single Frames: Can LMMs Comprehend Temporal and Contextual Narratives in Image Sequences?
2025/02/19 by Xiaochen Wang, Henian Xia, Wang, Xiaochen +21 · 2 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Multimodal Machine Learning Applications
- Enhancing Continual Relation Extraction via Classifier Decomposition
2023/05/08 by Xia, Heming, Wang, Peiyi, Liu, Tianyu +3 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Tutorial Proposal: Speculative Decoding for Efficient LLM Inference
2025/03/01 by Heming Xia, Cunxiao Du, Xia, Heming +7 · 2 citations
Computer Science · #Algorithms and Data Compression #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mathematics, Computing, and Information Processing #Natural Language Processing Techniques
- LLM-REVal: Can We Trust LLM Reviewers Yet?
2025/10/14 by Rui Li, Li, Rui, Jia-Chen Gu +13 · 1 citation
Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences #Legal Education and Practice Innovations