FPGA-Based Neural Network Acceleration for Handwritten Digit Recognition. - Guobin Shen; Jindong Li 001; Zhi Zhou 006; Xiang Chen 007 (IoTaaS, 2020)

FireFly: A High-Throughput and Reconfigurable Hardware Accelerator for Spiking Neural Networks. - Jindong Li 001; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Zeng Yi (CoRR, 2023)

Is Conventional SNN Really Efficient? A Perspective from Network Quantization. - Guobin Shen; Dongcheng Zhao; Tenglong Li; Jindong Li 001; Yi Zeng 001 (CoRR, 2023)

Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling. - Guobin Shen; Dongcheng Zhao; Yiting Dong; Yang Li 141; Jindong Li 001; Kang Sun; Yi Zeng 001 (CoRR, 2023)

FireFly: A High-Throughput Hardware Accelerator for Spiking Neural Networks With Efficient DSP and Memory Optimization. - Jindong Li 001; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Yi Zeng 001 (IEEE Trans. Very Large Scale Integr. Syst., 2023)

Are Conventional SNNs Really Efficient? A Perspective from Network Quantization. - Guobin Shen; Dongcheng Zhao; Tenglong Li; Jindong Li 001; Yi Zeng 001 (CVPR, 2024)

Revealing Untapped DSP Optimization Potentials for FPGA-Based Systolic Matrix Engines. - Jindong Li 001; Tenglong Li; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Yi Zeng 001 (FPL, 2024)

FireFly v2: Advancing Hardware Support for High-Performance Spiking Neural Network With a Spatiotemporal FPGA Accelerator. - Jindong Li 001; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Yi Zeng 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

Pushing up to the Limit of Memory Bandwidth and Capacity Utilization for Efficient LLM Decoding on Embedded FPGA. - Jindong Li 001; Tenglong Li; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Yi Zeng 001 (DATE, 2025)

SpikePack: Enhanced Information Flow in Spiking Neural Networks with High Hardware Compatibility. - Guobin Shen; Jindong Li 001; Tenglong Li; Dongcheng Zhao; Yi Zeng 001 (CoRR, 2025)

STEP: A Unified Spiking Transformer Evaluation Platform for Fair and Reproducible Benchmarking. - Sicheng Shen; Dongcheng Zhao; Linghao Feng; Zeyang Yue; Jindong Li 001; Tenglong Li; Guobin Shen; Yi Zeng 001 (CoRR, 2025)

FireFly-T: High-Throughput Sparsity Exploitation for Spiking Transformer Acceleration with Dual-Engine Overlay Architecture. - Tenglong Li; Jindong Li 001; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Yi Zeng 001 (CoRR, 2025)

PandaGuard: Systematic Evaluation of LLM Safety against Jailbreaking Attacks. - Guobin Shen; Dongcheng Zhao; Linghao Feng; Xiang He 004; Jihang Wang; Sicheng Shen; Haibo Tong; Yiting Dong; Jindong Li 001; Xiang Zheng; Yi Zeng 001 (CoRR, 2025)

Hummingbird: A Smaller and Faster Large Language Model Accelerator on Embedded FPGA. - Jindong Li 001; Tenglong Li; Ruiqi Chen; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Yi Zeng 001 (CoRR, 2025)

FireFly-S: Exploiting Dual-Side Sparsity for Spiking Neural Networks Acceleration With Reconfigurable Spatial Architecture. - Tenglong Li; Jindong Li 001; Guobin Shen; Dongcheng Zhao; Qian Zhang 080; Yi Zeng 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2025)