Siyuan Feng

17 papers A* 4A 1B 1Journal 9Unranked 2
YearRankTypeTitle / Venue / Authors
2025 A conf
A Sample-Free Compilation Framework for Efficient Dynamic Tensor Computation.
SC
Yangjie Zhou, Honglin Zhu, Qian Qiu, Weihao Cui, Zihan Liu, Peng Chen, Mohamed Wahib, Cong Guo, Siyuan Feng, Jintao Meng, Haidong Lan, Jingwen Leng, Yun Lin, Jin Song Dong, Wenxi Zhu, Minwen Deng
2025 J jnl
Accelerating Parallel Structures in DNNs via Parallel Fusion and Operator Co-Optimization.
ACM Trans. Archit. Code Optim.
Zhanyuan Di, Leping Wang, Zhaojia Ma, En Shao, Jie Zhao, Ziyi Ren, Siyuan Feng, Dingwen Tao, Guangming Tan, Ninghui Sun
2025 B conf
Magneto: Accelerating Parallel Structures in DNNs via Co-Optimization of Operators.
PPoPP
Zhanyuan Di, Leping Wang, Ziyi Ren, En Shao, Jie Zhao, Siyuan Feng, Dingwen Tao, Guangming Tan, Ninghui Sun
2025 J jnl
Productively Deploying Emerging Models on Emerging Platforms: A Top-Down Approach for Testing and Debugging.
Proc. ACM Softw. Eng.
Siyuan Feng, Jiawei Liu, Ruihang Lai, Charlie Ruan, Yong Yu, Lingming Zhang, Tianqi Chen
2025 — conf
Relax: Composable Abstractions for End-to-End Dynamic Machine Learning.
ASPLOS (2)
Ruihang Lai, Junru Shao, Siyuan Feng, Steven Lyubomirsky, Bohan Hou, Wuwei Lin, Zihao Ye, Hongyi Jin, Yuchen Jin, Jiawei Liu, Lesheng Jin, Yaxing Cai, Ziheng Jiang, Yong Wu, Sunghyun Park, Prakalp Srivastava, Jared Roesch, Todd C. Mowry, Tianqi Chen
2024 J jnl
Emerging Platforms Meet Emerging LLMs: A Year-Long Journey of Top-Down Development.
CoRR
Siyuan Feng, Jiawei Liu, Ruihang Lai, Charlie F. Ruan, Yong Yu, Lingming Zhang, Tianqi Chen
2024 J jnl
Vortex: Efficient Sample-Free Dynamic Tensor Program Optimization via Hardware-aware Strategy Space Hierarchization.
CoRR
Yangjie Zhou, Honglin Zhu, Qian Qiu, Weihao Cui, Zihan Liu, Cong Guo, Siyuan Feng, Jintao Meng, Haidong Lan, Jingwen Leng, Wenxi Zhu, Minwen Deng
2024 J jnl
WebLLM: A High-Performance In-Browser LLM Inference Engine.
CoRR
Charlie F. Ruan, Yucheng Qin, Xun Zhou, Ruihang Lai, Hongyi Jin, Yixin Dong, Bohan Hou, Meng-Shiun Yu, Yiyan Zhai, Sudeep Agarwal, Hangrui Cao, Siyuan Feng, Tianqi Chen
2023 A* conf
Effectively Scheduling Computational Graphs of Deep Neural Networks toward Their Domain-Specific Accelerators.
OSDI
Jie Zhao, Siyuan Feng, Xiaoqiang Dan, Fei Liu, Chengke Wang, Sheng Yuan, Wenyuan Lv, Qikai Xie
2023 J jnl
Relax: Composable Abstractions for End-to-End Dynamic Machine Learning.
CoRR
Ruihang Lai, Junru Shao, Siyuan Feng, Steven S. Lyubomirsky, Bohan Hou, Wuwei Lin, Zihao Ye, Hongyi Jin, Yuchen Jin, Jiawei Liu, Lesheng Jin, Yaxing Cai, Ziheng Jiang, Yong Wu, Sunghyun Park, Prakalp Srivastava, Jared G. Roesch, Todd C. Mowry, Tianqi Chen
2023 — conf
TensorIR: An Abstraction for Automatic Tensorized Program Optimization.
ASPLOS (2)
Siyuan Feng, Bohan Hou, Hongyi Jin, Wuwei Lin, Junru Shao, Ruihang Lai, Zihao Ye, Lianmin Zheng, Cody Hao Yu, Yong Yu, Tianqi Chen
2022 A* conf
Tensor Program Optimization with Probabilistic Programs.
NeurIPS
Junru Shao, Xiyou Zhou, Siyuan Feng, Bohan Hou, Ruihang Lai, Hongyi Jin, Wuwei Lin, Masahiro Masuda, Cody Hao Yu, Tianqi Chen
2022 J jnl
Tensor Program Optimization with Probabilistic Programs.
CoRR
Junru Shao, Xiyou Zhou, Siyuan Feng, Bohan Hou, Ruihang Lai, Hongyi Jin, Wuwei Lin, Masahiro Masuda, Cody Hao Yu, Tianqi Chen
2022 J jnl
TensorIR: An Abstraction for Automatic Tensorized Program Optimization.
CoRR
Siyuan Feng, Bohan Hou, Hongyi Jin, Wuwei Lin, Junru Shao, Ruihang Lai, Zihao Ye, Lianmin Zheng, Cody Hao Yu, Yong Yu, Tianqi Chen
2019 A* conf
CityFlow: A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario.
WWW
Huichu Zhang, Siyuan Feng, Chang Liu, Yaoyao Ding, Yichen Zhu, Zihan Zhou, Weinan Zhang, Yong Yu, Haiming Jin, Zhenhui Li
2019 J jnl
CityFlow: A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario.
CoRR
Huichu Zhang, Siyuan Feng, Chang Liu, Yaoyao Ding, Yichen Zhu, Zihan Zhou, Weinan Zhang, Yong Yu, Haiming Jin, Zhenhui Li
2019 A* conf
CoT: Cooperative Training for Generative Modeling of Discrete Data.
ICML
Sidi Lu, Lantao Yu, Siyuan Feng, Yaoming Zhu, Weinan Zhang