106 citations · 193 across the 8 of their papers we have counts for
8 papers
When Every Simulation Counts: Value-Based Reinforcement Learning for Accelerated Photonics Inverse Design
Longying Wen, Feiyang Wu, Jinglin Yu +3
Photonic-crystal surface-emitting lasers (PCSELs) can combine high-power operation with narrow-divergence surface emission, but optimizing coupled parameters requires costly full-w…
Reliability-Aware Bayesian Optimization of 1310 nm PCSELs with FDTD Verification
Jinglin Yu, Feiyang Wu, Longying Wen +3
Near 1310 nm photonic-crystal surface-emitting lasers (PCSELs) are attractive narrow-beam sources for optical communication and sensing, but their final design refinement is costly…
What Is Next for LLMs? Next-Generation AI Computing Hardware Using Photonic Chips
Renjie Li, Wenjie Wei, Qi Xin +7
Large language models (LLMs) are rapidly pushing the limits of contemporary computing hardware. For example, training GPT-3 has been estimated to consume around 1300 MWh of electri…
Inverse Design of Photonic Crystal Surface Emitting Lasers is a Sequence Modeling Problem
Ceyao Zhang, Renjie Li, Cheng Zhang +2
Photonic Crystal Surface Emitting Lasers (PCSEL)'s inverse design demands expert knowledge in physics, materials science, and quantum mechanics which is prohibitively labor-intensi…
Photonics for Neuromorphic Computing: Fundamentals, Devices, and Opportunities
Renjie Li, Yuanhao Gong, Hai Huang +4
In the dynamic landscape of Artificial Intelligence (AI), two notable phenomena are becoming predominant: the exponential growth of large AI model sizes and the explosion of massiv…
POViT: Vision Transformer for Multi-objective Design and Characterization of Nanophotonic Devices
Xinyu Chen, Renjie Li, Yueyao Yu +4
We solve a fundamental challenge in semiconductor IC design: the fast and accurate characterization of nanoscale photonic devices. Much like the fusion between AI and EDA, many eff…
LLM4Laser: Large Language Models Automate the Design of Lasers
Renjie Li, Ceyao Zhang, Sixuan Mao +4
With the rapid evolution of global autonomous driving technology, the demand for its core sensing hardware, Light Detection and Ranging (LiDAR), is escalating. As the light source…
All van der Waals Integrated Nanophotonics
Haonan Ling, Renjie Li, Artur R. Davoyan
Integrated optics is at the heart of a wide range of systems from remote sensing and communications to computing and quantum information processing. Demand for smaller and more ene…