Shiye Lei

Spectral complexity-scaled generalization bound of complex-valued neural networks

2023 · Edinburgh Research Explorer (University of Edinburgh)

Complex-valued neural networks (CVNNs) have been widely applied in various fields, primarily in signal processing and image recognition. Few studies have focused on the generalisation of CVNNs, although it is vital to ensure the performance …

A Comprehensive Survey of Dataset Distillation

2023 · IEEE Transactions on Pattern Analysis and Machine Intelligence

Deep learning technology has developed unprecedentedly in the last decade and has become the primary choice in many application domains. This progress is mainly attributed to a systematic collaboration in which rapidly growing computing resources …

Offline Behavioral Data Selection

2026

Behavioral cloning is a widely adopted approach for offline policy learning from expert demonstrations. However, the large scale of offline behavioral datasets often results in computationally intensive training when used in downstream tasks. In this …