3 papers
cs.CV2026
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 memory complexity of Softmax Multi-Head Attention…
cs.LG2026
PrivEraserVerify: Efficient, Private, and Verifiable Federated Unlearning
Parthaw Goswami, Md Khairul Islam, Ashfak Yeafi
Federated learning (FL) enables collaborative model training without sharing raw data, offering a promising path toward privacy preserving artificial intelligence. However, FL mode…
cs.CV2026
SwinTextUNet: Integrating CLIP-Based Text Guidance into Swin Transformer U-Nets for Medical Image Segmentation
Ashfak Yeafi, Parthaw Goswami, Md Khairul Islam +1
Precise medical image segmentation is fundamental for enabling computer aided diagnosis and effective treatment planning. Traditional models that rely solely on visual features oft…