IEEE

Language as a Bridge: Semantic-Guided Cross-Modal Gait Recognition via Text Prototype and Feature Decoupling

Abstract: Gait recognition aims to identify individuals based on walking patterns in a long-range, contactless manner. While camera-based methods have advanced significantly, their performance ...
GitHub

Triton GDN kernel produces garbled text (foreign language token mixing) for dense Qwen 3.5 models

The Triton GDN (Gated DeltaNet) kernel produces garbled text with foreign language tokens intermixed when running dense Qwen 3.5 models (e.g., 9B). The same model produces clean output with both ...
EurekAlert!

A cost-effective text-to-SQL approach based on adaptive refinement

The purpose of the Text-to-SQL task is to bridge the gap between natural language and SQL queries. Current approaches mainly rely on large language models (LLMs), but employing them for Text-to-SQL ...
IEEE

Overcoming Limitations in One-Shot Semantic Segmentation via Adaptive Visual-Text Guided Prototype Relationship Optimization

Abstract: The scarcity of high-quality annotated data in medical imaging significantly constrains the performance of deep learning-based segmentation models. While few-shot medical image segmentation ...