IEEE

Adaptive Cyclic Learning Rate for Long-Term Time-Series Forecasting on Encoder-Decoder and Encoder-Only Deep Learning Model Architectures

Abstract: Long-term time-series forecasting remains a critical challenge, with deep learning models often facing persistent training instability. This study reveals a critical insight: the ...
NHK

8K 120-Hz Video Real-Time Encoder and Decoder

In this paper, we introduce the world’s first 8K 120-Hz video real-time encoder and decoder that complies with ARIB STD-B32 1) . We evaluated the coding efficiency and demonstrated that 8K 120-Hz ...
GitHub

NuraQ/Deep-Learning---AutoEncoder-Design

This project implements a deep denoising autoencoder entirely from scratch using low-level TensorFlow operations. The goal was to move beyond high-level Keras abstractions and work directly with ...