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20242026
most citedPhotonic spiking reinforcement learning for intelligent routing

1 citations · 1 across the 8 of their papers we have counts for

collaborators

11 papers

physics.optics2026

Hardware Implementation of Photonic Spiking Hash Retrieval

Shangxuan Shi, Shuiying Xiang, Xintao Zeng +5

Hashing retrieval is a pivotal technology for large-scale similarity search, widely applied in retrieval-augmented generation (RAG) for large language models (LLMs), massive image…

physics.optics2026

Polarization-Multiplexed Chaotic LiDAR Based on a VCSEL with Delayed Orthogonal Feedback

T. Wang, Z. Li, H. Shen +5

Light detection and ranging (LiDAR) systems are pivotal for precise distance and velocity measurement, yet widespread deployment requires solutions that balance their performance,…

physics.optics2026★ 1 cited

Photonic spiking reinforcement learning for intelligent routing

Shuiying Xiang, Yonghang Chen, Ling Zheng +8

Intelligent routing plays a key role in modern communication infrastructure, including data centers, computing networks, and future 6G networks. Although reinforcement learning (RL…

physics.optics2026

Hardware implementation of photonic neuromorphic autonomous navigation

Yonghang Chen, Shuiying Xiang, Xintao Zeng +7

Reinforcement learning (RL) is a core technology enabling the transition of artificial intelligence (AI) from perception to decision-making, but its deployment on conventional elec…

physics.optics2025

Photonic Spiking Graph Neural Network for Energy-Efficient Structured Data Processing

Wanting Yu, Shuiying Xiang, Xingxing Guo +6

Photonic computing shows great potential for signal processing and artificial intelligence (AI) acceleration due to its ultra-high speed, low energy consumption, and inherent paral…

cs.NE2025

Implementation of high-efficiency, lightweight residual spiking neural network processor based on field-programmable gate arrays

Hou Yue, Xiang Shuiying, Zou Tao +6

With the development of hardware-optimized deployment of spiking neural networks (SNNs), SNN processors based on field-programmable gate arrays (FPGAs) have become a research hotsp…

cs.RO2025

Hardware-Software Collaborative Computing of Photonic Spiking Reinforcement Learning for Robotic Continuous Control

Mengting Yu, Shuiying Xiang, Changjian Xie +6

Robotic continuous control tasks impose stringent demands on the energy efficiency and latency of computing architectures due to their high-dimensional state spaces and real-time i…

physics.optics2025

Hardware-aware Lightweight Photonic Spiking Neural Network for Pattern Classification

Shuiying Xiang, Yahui Zhang, Shangxuan Shi +8

There exists a significant scale gap between photonic neural network integrated chips and neural networks, which hinders the deployment and application of photonic neural network.…

physics.optics2025

Integrated photonic neuromorphic computing: device, architecture, chip, algorithm

Shuiying Xiang, Chengyang Yu, Yizhi Wang +10

Artificial intelligence (AI) has experienced explosive growth in recent years. The large models have been widely applied in various fields, including natural language processing, i…

physics.optics2025

Nonlinear Photonic Neuromorphic Chips for Spiking Reinforcement Learning

Shuiying Xiang, Yonghang Chen, Haowen Zhao +8

Photonic computing chips have made significant progress in accelerating linear computations, but nonlinear computations are usually implemented in the digital domain, which introdu…

physics.optics2024

Fast square-oscillations in semiconductor VCSELs with delayed orthogonal polarization feedback

Tao Wang, Zhicong Tu, Yixing Ma +5

We present an experimental investigation into the generation of self-sustained and fast square oscillations from the TE mode of semiconductor VCSELs with delayed orthogonal polariz…