Songchen Ma

According to our database, Songchen Ma authored at least 13 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Meta-Soft: Leveraging Composable Meta-Tokens for Context-Preserving KV Cache Compression.

Wei Luo, Yi Huang, Songchen Ma, Huanyu Qu, Jiang Cai, Mingkun Xu

CoRR, May, 2026

Expert Streaming: Accelerating Low-Batch MoE Inference via Multi-chiplet Architecture and Dynamic Expert Trajectory Scheduling.

Songchen Ma, Hongyi Li, Weihao Zhang, Yonghao Tan, Pingcheng Dong, Yu Liu, Lan Liu, Yuzhong Jiao, Xuejiao Liu, Luhong Liang, Kwang-Ting Cheng

CoRR, March, 2026

31.1 A 14.08-to-135.69Token/s ReRAM-on-Logic Stacked Outlier-Free Large-Language-Model Accelerator with Block-Clustered Weight-Compression and Adaptive Parallel-Speculative-Decoding.

Pingcheng Dong, Yonghao Tan, Xuejiao Liu, Peng Luo, Yu Liu, Di Pang, Songchen Ma, Xijie Huang, Shih-Yang Liu, Dong Zhang, Zhichao Lu, Luhong Liang, Chi-Ying Tsui, Fengbin Tu, Liang Zhao, Kwang-Ting Cheng

Proceedings of the IEEE International Solid-State Circuits Conference, 2026

A 5nm 91.43 TOPS/W 4-Chiplet Generalizable-Rendering-Processor with UCIe-Enabled Cross-Die-Cache and Balance-Aware Progressive Multi-Level Sparsity.

Yonghao Tan, Songchen Ma, Pingcheng Dong, Peng Luo, Zhiyuan Lei, Wencai Lu, Guangxi Ying, Manto Yung, Hai Zhao, Lan Liu, Yuzhong Jiao, Xuejiao Liu, Yu Liu, Li Li, Luhong Liang, Mao Liu, Kwang-Ting Cheng

Proceedings of the IEEE Custom Integrated Circuits Conference, 2026

2025

CompAir: Synergizing Complementary PIMs and In-Transit NoC Computation for Efficient LLM Acceleration.

Hongyi Li, Songchen Ma, Huanyu Qu, Weihao Zhang, Jia Chen, Junfeng Lin, Fengbin Tu, Rong Zhao

CoRR, September, 2025

RoboSpike: Fully Utilizing the Heterogeneous System With Subcallback Scheduling in ROS 2.

Hongyi Li, Qingyuan Yang, Songchen Ma, Rong Zhao, Xinglong Ji

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., August, 2025

MLDSE: Scaling Design Space Exploration Infrastructure for Multi-Level Hardware.

Huanyu Qu, Weihao Zhang, Junfeng Lin, Songchen Ma, Hongyi Li, Luping Shi, Chengzhong Xu

CoRR, March, 2025

CoXplorer: Multi-Staged Co-Exploration Framework for AI Model Compression and Accelerator Design.

Songchen Ma, Junyi Wu, Yonghao Tan, Pingcheng Dong, Peng Luo, Di Pang, Yu Liu, Xuejiao Liu, Luhong Liang, Kwang-Ting Cheng, Fengbin Tu

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2025

2024

SongC: A Compiler for Hybrid Near-Memory and In-Memory Many-Core Architecture.

Junfeng Lin, Huanyu Qu, Songchen Ma, Xinglong Ji, Hongyi Li, Xiaochuan Li, Chenhang Song, Weihao Zhang

IEEE Trans. Computers, October, 2024

HASP: Hierarchical Asynchronous Parallelism for Multi-NN Tasks.

Hongyi Li, Songchen Ma, Taoyi Wang, Weihao Zhang, Guanrui Wang, Chenhang Song, Huanyu Qu, Junfeng Lin, Cheng Ma, Jing Pei, Rong Zhao

IEEE Trans. Computers, February, 2024

General-purpose Dataflow Model with Neuromorphic Primitives.

Weihao Zhang, Yu Du, Hongyi Li, Songchen Ma, Rong Zhao

CoRR, 2024

2023

Brain-inspired multimodal hybrid neural network for robot place recognition.

Fangwen Yu, Yujie Wu, Songchen Ma, Mingkun Xu, Hongyi Li, Huanyu Qu, Chenhang Song, Taoyi Wang, Rong Zhao, Luping Shi

Sci. Robotics, 2023

2022

Neuromorphic computing chip with spatiotemporal elasticity for multi-intelligent-tasking robots.

Songchen Ma, Jing Pei, Weihao Zhang, Guanrui Wang, Dahu Feng, Fangwen Yu, Chenhang Song, Huanyu Qu, Cheng Ma, Mingsheng Lu, Faqiang Liu, Wenhao Zhou, Yujie Wu, Yihan Lin, Hongyi Li, Taoyi Wang, Jiuru Song, Xue Liu, Guoqi Li, Rong Zhao, Luping Shi

Sci. Robotics, 2022