3 papers
cs.LG2026
Is the Trigger Essential? A Feature-Based Triggerless Backdoor Attack in Vertical Federated Learning
Yige Liu, Yiwei Lou, Che Wang +2
As a distributed collaborative machine learning paradigm, vertical federated learning (VFL) allows multiple passive parties with distinct features and one active party with labels…
cs.CL2025
DatawiseAgent: A Notebook-Centric LLM Agent Framework for Adaptive and Robust Data Science Automation
Ziming You, Yumiao Zhang, Dexuan Xu +5
Existing large language model (LLM) agents for automating data science show promise, but they remain constrained by narrow task scopes, limited generalization across tasks and mode…
cs.CV2025
DEFNet: Multitasks-based Deep Evidential Fusion Network for Blind Image Quality Assessment
Yiwei Lou, Yuanpeng He, Rongchao Zhang +3
Blind image quality assessment (BIQA) methods often incorporate auxiliary tasks to improve performance. However, existing approaches face limitations due to insufficient integratio…