Search Results for author: Yifan Qin

Found 5 papers, 1 papers with code

RIS-Based On-the-Air Semantic Communications -- a Diffractional Deep Neural Network Approach

no code implementations1 Dec 2023 Shuyi Chen, Yingzhe Hui, Yifan Qin, Yueyi Yuan, Weixiao Meng, Xuewen Luo, Hsiao-Hwa Chen

Semantic communication has gained significant attention recently due to its advantages in achieving higher transmission efficiency by focusing on semantic information instead of bit-level information.

Improving Realistic Worst-Case Performance of NVCiM DNN Accelerators through Training with Right-Censored Gaussian Noise

no code implementations29 Jul 2023 Zheyu Yan, Yifan Qin, Wujie Wen, Xiaobo Sharon Hu, Yiyu Shi

In this work, we propose to use the k-th percentile performance (KPP) to capture the realistic worst-case performance of DNN models executing on CiM accelerators.

Self-Driving Cars

On the Viability of using LLMs for SW/HW Co-Design: An Example in Designing CiM DNN Accelerators

no code implementations12 Jun 2023 Zheyu Yan, Yifan Qin, Xiaobo Sharon Hu, Yiyu Shi

In this study, we present a novel approach that leverages Large Language Models (LLMs) to address this issue.

Negative Feedback Training: A Novel Concept to Improve Robustness of NVCIM DNN Accelerators

1 code implementation23 May 2023 Yifan Qin, Zheyu Yan, Wujie Wen, Xiaobo Sharon Hu, Yiyu Shi

However, the stochastic nature and intrinsic variations of NVM devices often result in performance degradation in DNN inference.

CryoFormer: Continuous Heterogeneous Cryo-EM Reconstruction using Transformer-based Neural Representations

no code implementations28 Mar 2023 Xinhang Liu, Yan Zeng, Yifan Qin, Hao Li, Jiakai Zhang, Lan Xu, Jingyi Yu

Cryo-electron microscopy (cryo-EM) allows for the high-resolution reconstruction of 3D structures of proteins and other biomolecules.

Decoder

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