3 papers
cs.CV2025
DIR-TIR: Dialog-Iterative Refinement for Text-to-Image Retrieval
Zongwei Zhen, Biqing Zeng
This paper addresses the task of interactive, conversational text-to-image retrieval. Our DIR-TIR framework progressively refines the target image search through two specialized mo…
cs.MA2025
GraphMASAL: A Graph-based Multi-Agent System for Adaptive Learning
Biqing Zeng, Mengquan Liu, Zongwei Zhen
The advent of Intelligent Tutoring Systems (ITSs) has marked a paradigm shift in education, enabling highly personalized learning pathways. However, true personalization requires a…
cs.CL2025
Neural Networks Remember More: The Power of Parameter Isolation and Combination
Biqing Zeng, Zehan Li, Aladdin Ayesh
Catastrophic forgetting is a pervasive issue for pre-trained language models (PLMs) during continual learning, where models lose previously acquired knowledge when sequentially tra…