the archive
#backpropagation
3 resultseess.SP2019
Complex-BP-Neural-Network-based Hybrid Precoding for Millimeter Wave Multiuser Massive MIMO Systems
Kai Chen, Jing Yang, Xiaohu Ge +1
The paper proposes a hybrid precoding method for millimeter‑wave massive MIMO that uses a complex‑valued neural network trained to mimic full‑digital zero‑forcing precoding, aiming…
#massive mimo#millimeter wave#hybrid precoding#complex neural networks
cs.NE2019
Training Multi-layer Spiking Neural Networks using NormAD based Spatio-Temporal Error Backpropagation
Navin Anwani, Bipin Rajendran
The paper proposes a training method for multi‑layer spiking neural networks that optimizes membrane potential deviations using a Normalized Approximate Descent algorithm, enabling…
#spiking neural networks#deep learning#backpropagation#event‑driven learning
cs.CV2019
Meta Learning for Task-Driven Video Summarization
Xuelong Li, Hongli Li, Yongsheng Dong
The paper introduces MetaL‑TDVS, a meta‑learning framework that treats the summarization of each video as a separate task, enabling the model to leverage experience from other vide…
#meta learning#video summarization#task-driven learning#generalization