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cs.LG2025
Hybrid Attribution Priors for Explainable and Robust Model Training
Zhuoran Zhang, Feng Zhang, Shangyuan Li +5
Small language models (SLMs) are widely used in tasks that require low latency and lightweight deployment, particularly classification. As interpretability and robustness gain incr…
cs.AI2025
When Modalities Conflict: How Unimodal Reasoning Uncertainty Governs Preference Dynamics in MLLMs
Zhuoran Zhang, Tengyue Wang, Xilin Gong +4
Multimodal large language models (MLLMs) must resolve conflicts when different modalities provide contradictory information, a process we term modality following. Prior work measur…