3 papers
physics.optics2025
Spatially Parallel All-optical Neural Networks
Jianwei Qin, Yanbing Liu, Yan Liu +3
All-optical neural networks (AONNs) have emerged as a promising paradigm for ultrafast and energy-efficient computation. These networks typically consist of multiple serially conne…
cs.CL2025
Semantic Reformulation Entropy for Robust Hallucination Detection in QA Tasks
Chaodong Tong, Qi Zhang, Lei Jiang +3
Reliable question answering with large language models (LLMs) is challenged by hallucinations, fluent but factually incorrect outputs arising from epistemic uncertainty. Existing e…
physics.optics2025
All-optical Fourier neural network using partially coherent light
Jianwei Qin, Yanbing Liu, Yan Liu +3
Optical neural networks present distinct advantages over traditional electrical counterparts, such as accelerated data processing and reduced energy consumption. While coherent lig…