Linear Multi-Timescale Retention as a Memory-Efficient Vision-Language Bridge

Ashfak Yeafi, Mehedi Hasan, Md Khairul Islam

Vision-Language Models (VLMs) face a critical computational bottleneck when processing high-resolution imagery due to the $O(N^2)$ memory complexity of Softmax Multi-Head Attention…