Hardware

UniCAIM: A Unified CAM/CIM Architecture with Static-Dynamic KV Cache Pruning for Efficient Long-Context LLM Inference

面向长上下文大语言模型推理，融合静态—动态 KV Cache 剪枝的统一 CAM/CIM 架构。

Weikai Xu, Wenxuan Zeng, Qianqian Huang, 李萌, Ru Huang

Compact Non-Volatile Lookup Table Architecture based on Ferroelectric FET Array through In-Situ Combinatorial One-Hot Encoding for Reconfigurable Computing

Weikai Xu, 李萌, Qianqian Huang, Ru Huang

FLASH: An Efficient Hardware Accelerator Leveraging Approximate and Sparse FFT for Homomorphic Encryption

Tengyu Zhang, Yufei Xue, Ling Liang, Zhen Gu, Yuan Wang, Runsheng Wang, Ru Huang, 李萌

LightMamba: Efficient Mamba Acceleration on FPGA with Quantization and Hardware Co-design

Renjie Wei, Songqiang Xu, Linfeng Zhong, Zebin Yang, Qingyu Guo, Yuan Wang, Runsheng Wang, 李萌

Stochastic Multivariate Universal-Radix Finite-State Machine: a Theoretically and Practically Elegant Nonlinear Function Approximator

Xincheng Feng, Guodong Shen, Jianhao Hu, 李萌, Ngai Wong

HG-PIPE: Vision Transformer Acceleration with Hybrid-Grained Pipeline

Qingyu Guo, Jiayong Wan, Songqiang Xu, 李萌, Yuan Wang

OSCA: End-to-end Serial Stochastic Computing Neural Acceleration with Fine-grained Scaling and Piecewise Activation

Yixuan Hu, Yikang Jia, 李萌, Yuan Wang, Runsheng Wang, Ru Huang

CASCADE: A Framework for CNN Accelerator Synthesis with Concatenation and Refreshing Dataflow

Qingyu Guo, Haoyang Luo, 李萌, Xiyuan Tang, Yuan Wang

ASCEND: Accurate yet Efficient End-to-End Stochastic Computing Acceleration of Vision Transformer

Tong Xie, Yixuan Hu, Renjie Wei, 李萌, Runsheng Wang, Yuan Wang, Ru Huang

A 16.38TOPS and 4.55POPS/W SRAM Computing-in-Memory Macro for Signed Operands Computation and Batch Normalization Implementation

Xin Qiao, Qingyu Guo, Xiyuan Tang, Jiahao Song, Renjie Wei, 李萌, Runsheng Wang, Yuan Wang