4 papers
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes
Tao Jin, Phuong Minh Nguyen, Zhenzhu Yan +2
Training-free speculative decoding drafts by matching an exact suffix of the context against a pool of earlier context. That lookup misses correct drafts already in the pool, most…
A Decoupling and Aggregating Framework for Joint Extraction of Entities and Relations
Yao Wang, Xin Liu, Weikun Kong +4
Named Entity Recognition and Relation Extraction are two crucial and challenging subtasks in the field of Information Extraction. Despite the successes achieved by the traditional…
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images
Yizhi Pan, Junyi Xin, Tianhua Yang +3
In medical imaging, accurate image segmentation is crucial for quantifying diseases, assessing prognosis, and evaluating treatment outcomes. However, existing methods lack an in-de…
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation
Guanqun Sun, Yizhi Pan, Weikun Kong +5
Accurate medical image segmentation is critical for disease quantification and treatment evaluation. While traditional Unet architectures and their transformer-integrated variants…