Computer Architecture · Memory Systems · Compiler Co-Design

Yinting (Justin) Huang

PhD Student in Computer Science
Department of Computer Science and Technology
University of Cambridge

Hi! I am a PhD student at the CASCADE Research Centre, supervised by Professor Timothy Jones. My research interests lie in computer systems and memory architecture, particularly in addressing performance bottlenecks through hardware–software co-design and by exposing more information across traditional abstraction boundaries.

Yinting Huang
Research Interests

Hardware–software co-design for prefetching

Existing hardware prefetchers are typically specialised for particular access patterns and make limited use of the rich program context available to compilers. My research aims to bridge this gap by combining compiler-derived knowledge of program intent with dynamic runtime information, enabling a more universal prefetching architecture that can capture a broader range of memory-access patterns, hide memory latency more effectively, and use hardware resources more efficiently than conventional fixed-function designs.

Memory Systems

Hardware prefetching, cache management, and memory-level parallelism.

Microarchitecture

Adaptive microarchitectural mechanisms for speculation and performance optimization.

Compiler Co-Design

Exposing static program knowledge across traditional abstraction boundaries and combining it with runtime learning to guide memory-system decisions.

Selected Publications

Research output

2026
Caerus: Prefetching by Thinking Globally and Acting Locally
59th IEEE/ACM International Symposium on Microarchitecture (MICRO 2026)
Distinguished Paper Award
2026
Proba: A High-Performance, Low-Traffic Probabilistic Spatial Memory Streaming Prefetcher
35th International Conference on Parallel Architectures and Compilation Techniques (PACT 2026)
2025
ITERA-LLM: Boosting Sub-8-Bit LLM Inference via Iterative Tensor Decomposition
33rd International Symposium on Field-Programmable Custom Computing Machines (FCCM 2025)
Experience

Academic and industry research

Oct 2026 — Present

PhD in Computer Science

University of Cambridge

Sept 2024 — Sept 2026

CPU Architecture Research Engineer

Huawei Newton Research Centre · Hardware prefetcher research, CPU modeling and performance analysis.

Dec 2023 — May 2025

Undergraduate Researcher

Imperial College London · FPGA acceleration for large language models.

Academic Profile

Background, recognition, and service

Education

  • PhD Computer Science, University of Cambridge, Oct 2026 — Present
  • MEng Electrical and Electronics Engineering, Imperial College London, Oct 2020 — July 2024, First-Class Honours

Awards & Recognition

  • Dean's List for Academic Excellence 2020
  • Dean's List for Academic Excellence 2021
Photography

Frames Beyond Research

Outside research, I use photography to explore places, light, and everyday moments — from architecture and city streets to landscapes.

Contact

Research and professional opportunities.

Department of Computer Science and Technology
University of Cambridge
William Gates Building
15 JJ Thomson Avenue
Cambridge CB3 0FD

Email: yinting_justin_huang@outlook.com