Computation and Language · Computer Science
A Survey on Efficient Inference for Large Language Models
Zixuan Zhou, Xuefei Ning, Ke Hong, Tianyu Fu +11
2024-07-22
Machine Learning · Computer Science
A Survey of Resource-efficient LLM and Multimodal Foundation Models
Mengwei Xu, Wangsong Yin, Dongqi Cai, Rongjie Yi +14
2024-09-24
Machine Learning · Computer Science
Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniques
Adarsh Prasad Behera, Jaya Prakash Champati, Roberto Morabito, Sasu Tarkoma +1
2025-06-10
Computation and Language · Computer Science
A Survey on Inference Engines for Large Language Models: Perspectives on Optimization and Efficiency
Sihyeong Park, Sungryeol Jeon, Chaelyn Lee, Seokhun Jeon +2
2025-11-27
Computation and Language · Computer Science
Efficient Inference for Large Reasoning Models: A Survey
Yue Liu, Jiaying Wu, Yufei He, Ruihan Gong +10
2025-08-14
Computation and Language · Computer Science
LLM in a flash: Efficient Large Language Model Inference with Limited Memory
Keivan Alizadeh, Iman Mirzadeh, Dmitry Belenko, Karen Khatamifard +4
2024-08-01
Artificial Intelligence · Computer Science
Inference Optimization of Foundation Models on AI Accelerators
Youngsuk Park, Kailash Budhathoki, Liangfu Chen, Jonas Kübler +6
2024-10-02
Machine Learning · Computer Science
Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward
Arnav Chavan, Raghav Magazine, Shubham Kushwaha, Mérouane Debbah +1
2024-04-25
Hardware Architecture · Computer Science
System-performance and cost modeling of Large Language Model training and inference
Wenzhe Guo, Joyjit Kundu, Uras Tos, Weijiang Kong +3
2025-07-04
Machine Learning · Computer Science
Distributed Hybrid Parallelism for Large Language Models: Comparative Study and System Design Guide
Hossam Amer, Rezaul Karim, Ali Pourranjbar, Weiwei Zhang +2
2026-02-11
Computation and Language · Computer Science
Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline
Zangwei Zheng, Xiaozhe Ren, Fuzhao Xue, Yang Luo +2
2023-05-30
Computation and Language · Computer Science
Understanding LLMs: A Comprehensive Overview from Training to Inference
Yiheng Liu, Hao He, Tianle Han, Xu Zhang +17
2024-01-09
Machine Learning · Computer Science
New Solutions on LLM Acceleration, Optimization, and Application
Yingbing Huang, Lily Jiaxin Wan, Hanchen Ye, Manvi Jha +4
2024-06-18
Computation and Language · Computer Science
The Efficiency Spectrum of Large Language Models: An Algorithmic Survey
Tianyu Ding, Tianyi Chen, Haidong Zhu, Jiachen Jiang +6
2024-04-22
Computation and Language · Computer Science
Towards Coarse-to-Fine Evaluation of Inference Efficiency for Large Language Models
Yushuo Chen, Tianyi Tang, Erge Xiang, Linjiang Li +4
2024-04-18
Computation and Language · Computer Science
Energy Considerations of Large Language Model Inference and Efficiency Optimizations
Jared Fernandez, Clara Na, Vashisth Tiwari, Yonatan Bisk +2
2025-04-25
Computation and Language · Computer Science
Speed Always Wins: A Survey on Efficient Architectures for Large Language Models
Weigao Sun, Jiaxi Hu, Yucheng Zhou, Jusen Du +11
2025-08-14
Machine Learning · Computer Science
Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing
Dujian Ding, Ankur Mallick, Chi Wang, Robert Sim +4
2024-04-24
Machine Learning · Computer Science
RouteLLM: Learning to Route LLMs with Preference Data
Isaac Ong, Amjad Almahairi, Vincent Wu, Wei-Lin Chiang +4
2025-02-25
Computation and Language · Computer Science
Building on Efficient Foundations: Effectively Training LLMs with Structured Feedforward Layers
Xiuying Wei, Skander Moalla, Razvan Pascanu, Caglar Gulcehre
2024-11-07
Computation and Language · Computer Science
LLM Inference Unveiled: Survey and Roofline Model Insights
Zhihang Yuan, Yuzhang Shang, Yang Zhou, Zhen Dong +10
2024-05-03
Machine Learning · Computer Science
A Survey on Large-scale Machine Learning
Meng Wang, Weijie Fu, Xiangnan He, Shijie Hao +1
2020-08-11
Computation and Language · Computer Science
Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models
Soham Poddar, Paramita Koley, Janardan Misra, Sanjay Podder +2
2025-03-18