3 papers
cs.CV2026
DA-MergeLoRA: Hypernetwork-Based LoRA Merging for Few-Shot Test-Time Domain Adaptation
Siobhan Reid, Zhixiang Chi, Li Gu +3
Few-shot Test-Time Domain Adaptation (FSTT-DA) seeks to adapt models to novel domains using only a handful of unlabeled target samples. This setting is more realistic than typical…
cs.CV2025
ALDI-ray: Adapting the ALDI Framework for Security X-ray Object Detection
Omid Reza Heidari, Yang Wang, Xinxin Zuo
Domain adaptation in object detection is critical for real-world applications where distribution shifts degrade model performance. Security X-ray imaging presents a unique challeng…
cs.CL2025
AGENTIQL: An Agent-Inspired Multi-Expert Framework for Text-to-SQL Generation
Omid Reza Heidari, Siobhan Reid, Yassine Yaakoubi
LLMs have advanced text-to-SQL generation, yet monolithic architectures struggle with complex reasoning and schema diversity. We propose AGENTIQL, an agent-inspired multi-expert fr…