2 papers
cs.LG2025
The Interaction Bottleneck of Deep Neural Networks: Discovery, Proof, and Modulation
Huiqi Deng, Qihan Ren, Zhuofan Chen +5
Understanding what kinds of cooperative structures deep neural networks (DNNs) can represent remains a fundamental yet insufficiently understood problem. In this work, we treat int…
q-fin.ST2025
Unified GARCH-Recurrent Neural Network in Financial Volatility Forecasting
Jingyi Wei, Steve Yang, Zhenyu Cui
In this study, we develop a unified volatility modeling framework that embeds GARCH dynamics directly within recurrent neural networks. We propose two interpretable hybrid architec…