Yikang Yue

Hi! I am Yikang Yue, a computer science Ph.D. student at the University of Illinois Urbana-Champaign, where I am advised by Prof. Jian Huang. I build systems that make LLM agents more accessible by improving the efficiency of agent serving systems and driving down per-token inference cost.

I earned my B.S. in Computer Science at the University of Science and Technology of China (USTC).

Selected Publications

🎰 Vegas: Self-Speculative Decoding with Verification-Guided Sparse Attention
Yikang Yue, Yuqi Xue, Jian Huang
ICML 2026 Preprint Code Poster
Vegas accelerates long-context LLM inference by reusing the full-attention computation already available in the verification stage to guide sparse attention in subsequent drafting steps.

Projects

πŸ”² CLAP: An FPGA CPU for the National Computer System Capability Challenge
With Zichen Zhang, Songxiao Guo, and Zirui Ma Code
A LoongArch CPU implemented in Verilog with a dual-issue, eight-stage pipeline, set-associative I/D caches, a 32-entry fully-associative TLB, and an efficient branch predictor.

Education & Experience

University of Illinois Urbana-Champaign, Champaign, IL

Ph.D. Student, advised by Prof. Jian Huang

Aug. 2024 – Present

University of Science and Technology of China, Hefei, China

B.S. in Computer Science

Sep. 2020 – Jun. 2024

Honors & Awards

Guo Moruo Scholarship, 2024
National Scholarship (China), 2021
2nd Place, National Student Computer System Capability Challenge – LoongArch Group, 2022

Misc

My Chinese name is 乐亦康, which means "Happy and Healthy".
When I'm not chasing TFLOPS, you can usually find me reading about computer architecture history, exploring Urbana and Champaign on foot, or cooking something from home.