2 papers
cs.MM2026
Evolutionary Multimodal Reasoning via Hierarchical Semantic Representation for Intent Recognition
Qianrui Zhou, Hua Xu, Yunjin Gu +3
Multimodal intent recognition aims to infer human intents by jointly modeling various modalities, playing a pivotal role in real-world dialogue systems. However, current methods st…
cs.CL2025
Ellipsoid-Based Decision Boundaries for Open Intent Classification
Yuetian Zou, Hanlei Zhang, Hua Xu +2
Textual open intent classification is crucial for real-world dialogue systems, enabling robust detection of unknown user intents without prior knowledge and contributing to the rob…