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cs.LG2026
The Double Dilemma in Multi-Task Radiology Report Generation: A Gradient Dynamics Analysis and Solution
Erjian Zhang, Yatong Hao, Liejun Wang +1
While multi-task learning based automatic radiology report generation (RRG) is widely adopted to ensure clinical consistency, most focus on architectural designs yet remain limited…
cs.LG2026
Adaptive Equilibrium: Dynamic Weighting Framework for Generalized Interruption of DeepFake Models
Hongrui Zheng, Liejun Wang, Zhiqing Guo
The advancement of generalized deepfake disruption is constrained by the interruption imbalance, a fundamental bottleneck inherent to the generation of universal perturbations. We…