CV
Academic background, research outputs, talent programs and awards, teaching, service, and leadership.
Contact Information
| Name | Zirui Ma |
| Professional Title | Doctoral Student |
| mazirui24s@ict.ac.cn | |
| Location | Beijing, China |
| Web | https://MAdrid1011.github.io |
Education
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2024 - present Beijing, China
M.S.–Ph.D. Student
Institute of Computing Technology, Chinese Academy of Sciences
Computer Science and Technology · High-Throughput Computer Research Center
- Advisor: Xiaochun Ye
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2020 - 2024 Hefei, China
Bachelor's Degree in Computer Science and Technology (Major); Bachelor's Degree in Finance (Minor)
University of Science and Technology of China
Computer Science and Technology (Major) and Finance (Minor) · Hua Xia Talent Program in Computer Science and Technology
Publications
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2027 GSPIM: A Temporal-Locality-Aware 4D Gaussian Splatting Accelerator with Polymorphic PIM and Multi-Frame Rendering Dataflow
HPCA 2027 · CCF-A · Accepted
Zirui Ma, Zhihua Fan, Haibin Wu, Dongrui Fan, Xiaochun Ye, and Wenming Li.
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2026 SCARF: A Scene-Adaptive Depth-Guided G-3DGS Encoder Accelerator with Semantic Reuse and Fused Dataflow
MICRO 2026 · CCF-A · Accepted · All 3 AE Badges (31st ChinaSys Oral)
Zirui Ma, Zhihua Fan, Haibin Wu, Wenxing Li, Fulin Zhang, Dongrui Fan, Xiaochun Ye, and Wenming Li.
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2026 AHASD: Asynchronous Heterogeneous Architecture for LLM Adaptive Drafting Speculative Decoding on Mobile Devices
DAC 2026 · CCF-A · Published
Zirui Ma, Zhihua Fan, Wenxing Li, Haibin Wu, Fulin Zhang, Wenming Li, and Xiaochun Ye.
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2027 HARP: A Hierarchical Attention and Representation Sparsity Accelerator for Diffusion Transformers
HPCA 2027 · CCF-A · Accepted
Yudong Mu, Minnan Pei, Zhihua Fan, Zirui Ma, Gang Li, Zhuoran Song, Yu Huang, Dongrui Fan, Xiaochun Ye, and Wenming Li.
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2026 MLX: Multi-Layer Execution for Structured LLM Workload Acceleration on Spatial Architectures
ISCA 2026 · CCF-A · Published · Best Paper Nomination
Haibin Wu, Wenming Li, Zhihua Fan, Zirui Ma, Yuqun Liu, Tengfei Xia, Yanhuan Liu, Kunming Zhang, Xiaochun Ye, Dongrui Fan, and Jian Weng.
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2026 HARLD: A RISC-V Based Tightly Coupled Heterogeneous Computing Architecture for Low-Density Parity Check Decoding
Journal of Computer Science and Technology · CCF-B · Published
Bing Wang, Zirui Ma, Haibin Wu, Fulin Zhang, Yue Wang, Zhihua Fan, Wenming Li, Xiaochun Ye, and Dongrui Fan.
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2026 DFU-L: A Latency-Sensitive Dataflow Architecture with NoC and Streaming Optimizations for Edge DSP
Frontiers of Computer Science · CCF-B · Accepted
Haibin Wu, Zhihua Fan, Zhen Wang, Zirui Ma, Wenxing Li, Haoran Tong, Tengfei Xia, Xiaochun Ye, and Wenming Li.
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2026 BISC: Rethinking Instruction Set Abstractions at Block Granularity
IEEE Computer Architecture Letters · Published
An Zhong, Hanzhi Hu, Zirui Ma, Mengzhu Li, Haibin Wu, Fulin Zhang, Jinyi Deng, Ceyu Xu, Wenming Li, Yang Hu, and Jian Weng.
Honors and Awards
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2026 CAST Young Science and Technology Talent Development Program — Special Program for Doctoral Students
China Association for Science and Technology (CAST)
Selected for the program, with training and mentorship provided by the China Computer Federation (CCF).
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2025 Excellence Award, AI for Learning Track
2nd Global Digital Intelligence Education Innovation Competition
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2025 Director's Outstanding Scholarship
Institute of Computing Technology, Chinese Academy of Sciences
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2025 Outstanding Student
State Key Laboratory of Processors
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2024 E Fund Freshman Scholarship
Institute of Computing Technology, Chinese Academy of Sciences
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2024 & 2025 Outstanding Student
University of Chinese Academy of Sciences
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2024 Outstanding Undergraduate Thesis
Anhui Computer Federation
The only USTC undergraduate recipient selected that year.
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2024 University-Level Outstanding Undergraduate Thesis Award
University of Science and Technology of China
Awarded to no more than 5% of thesis defense participants.
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2023 Outstanding Student Scholarship, Gold Award
University of Science and Technology of China
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2022 National Runner-up, LoongArch Challenge
6th “Loongson Cup” National Student Computer System Capability Development Competition
USTC’s first award in the LoongArch Challenge.
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2022 Excellence Award, OS Kernel Design Track
National Student Computer System Capability Challenge, Operating System Design Competition
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2022 Suzhou Yucai Scholarship
Suzhou Yucai Scholarship Program
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2022 Outstanding Teaching Assistant
University of Science and Technology of China
Selected from no more than 7% of teaching assistants at USTC.
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2022 Outstanding Student Leader
University of Science and Technology of China
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2020 & 2021 Outstanding Student Scholarship, Silver Award
University of Science and Technology of China
Patents
- Zirui Ma, Haibin Wu, Wenming Li, and Xiaochun Ye. A Processor Supporting Dynamic In-Core Frontend/Backend Decoupling and Reconfiguration. Application accepted, CN202511142402.X.
- Zirui Ma, Zhihua Fan, Wenming Li, and Xiaochun Ye. A Draft-State-Aware Processing-in-Memory Command Scheduling Method and System for Speculative Decoding. Application accepted, CN202611118344.1.
- Zirui Ma, Zhihua Fan, Haibin Wu, Xiaochun Ye, and Wenming Li. A Depth-Guided Method for Accelerating Generalizable 3D Gaussian Splatting Encoding. Application accepted, CN202611659079.8.
Academic Service
- Technical Program Committee Member (TPC): ISCA 2027.
- Artifact Evaluation Program Committee Member (AE PC): MICRO 2026.
Teaching
- 2026 · Invited Lecturer: Delivered processor-design training to USTC and Minjiang University undergraduates; participants earned one Team Grand Prize (National Champion), one Team First Prize, and two Individual Merit Awards—the first such result for Minjiang University—in the 10th Loongson Cup.
- 2026–Present · Graduate Course Teaching Assistant: Provide course-content guidance, learning support, and laboratory instruction for graduate students in “Parallel Processing” at the University of Chinese Academy of Sciences.
- 2025–2026 · Invited Speaker: Presented lectures on RISC-V privileged architecture and post-GPU AI hardware acceleration for USTC’s “Technical Expert in the Classroom” series.
- 2023 · Project Teaching Assistant: Guided participants in computer systems and processor design for the “One Student One Chip” open-source processor chip education and tapeout program.
- 2022–2024 · Teaching Assistant: Supported Syllabus of Digital Logic Lab, Computer Organization, and Comprehensive Experiment Of Computing System; mentored more than ten undergraduates whose projects received one First Prize, two Second Prizes, and seven Third Prizes in the Loongson Cup.
Student Leadership
- 2022–2023 · President, USTC Student Choir: Organized the 2022 New Year Concert and 2023 Graduation Concert, and coordinated appearances on China Media Group’s “Shining Names” and Zhejiang Satellite TV’s “The Treasured Voice.”
- 2021–2022 · Vice President, USTC Student Choir: Oversaw the Media Department, with primary responsibility for operating the choir’s WeChat Official Account.
- 2020–2024 · Class Monitor and Deputy Secretary of the Youth League Branch: Undergraduate Class 1, Class of 2024, School of Computer Science and Technology, USTC.