Author

Ming-Xuan Cui

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#machine learning Preprint Sep 2026

Training-Adaptive Convolutional Sparse Coding via Information Bottleneck for Robust Visual Representation

Visual signals require compact yet sufficient representations for robust downstream prediction. Convolutional sparse coding (CSC) provides an explicit mechanism for suppressing redundant components while preserving signal content, but its sparsity coefficient is often manually selected during training. We propose a tra...

Meng'en Qin, Yin-Chen Liu, Ming-Xuan Cui et al. · 0 citations

Preprint Sep 2026

EgoSIS: From Factorized Visual Ego-Transitions to Motion-Canonical Spatial Evidence for UAV Reasoning

UAV video question answering requires separating camera motion from changes in the scene, but RGB-only multimodal models receive no explicit, stable reference for that separation. We present EgoSIS, a pose-free adapter that converts RGB-derived bidirectional flow into motion-canonical visual evidence in three stages. F...

Jing-Pu Yang, Feng-Xian Ji, Ming-Xuan Cui et al. · 0 citations