4 papers
Unifying Detection and Adaptation in Task-Free Continual Learning
Dezheng Han, Anbang Zhang, Zhihao Zhu +1
To mitigate catastrophic forgetting in downstream continual learning (CL) for large language models (LLMs), existing methods typically constrain parameter updates or introduce task…
Topology-Masked Unified Backbone for Joint Feature Interaction and Multi-Domain Sequence Modeling
Zhihao Zhu, Dezheng Han, Jikang Xia +1
Large-scale post-click conversion rate (CVR) prediction requires jointly modeling heterogeneous feature interactions and dependencies over multi-domain user behavior sequences. Exi…
Cognitively-Inspired Emergent Communication via Knowledge Graphs for Assisting the Visually Impaired
Ruxiao Chen, Dezheng Han, Wenjie Han +1
Assistive systems for visually impaired individuals must deliver rapid, interpretable, and adaptive feedback to facilitate real-time navigation. Current approaches face a trade-off…
ReCellTy: Domain-Specific Knowledge Graph Retrieval-Augmented LLMs Reasoning Workflow for Single-Cell Annotation
Dezheng Han, Yibin Jia, Ruxiao Chen +3
With the rapid development of large language models (LLMs), their application to cell type annotation has drawn increasing attention. However, general-purpose LLMs often face limit…