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Reasoning-Driven Multimodal LLM for Domain Generalization

3 天之前· This paper addresses the domain generalization (DG) problem in deep learning. While most DG methods focus on enforcing visual feature invariance, we leverage the reasoning capability of …

[2602.22936] Generalization Bounds of Stochastic Gradient Descent in …

3 天之前· Abstract page for arXiv paper 2602.22936: Generalization Bounds of Stochastic Gradient Descent in Homogeneous Neuralworks Algorithmic stability is among the most potent techniques …

[2602.24195v1] Uncertainty Quantification for Multimodal Large …

2 天之前· Despite their capabilities, Multimodal Large Language Models (MLLMs) may produce plausible but erroneous outputs, hindering reliable deployment. Accurate uncertainty metrics could …

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