4 papers
MixRea: Benchmarking Explicit-Implicit Reasoning in Large Language Models
Yuanqing Cai, Ziyi Huang, Minhao Liu +3
Large language models (LLMs) are increasingly integrated into high-stakes decision-making. Inspired by the theory of \emph{inattentional blindness} in human cognition, we investiga…
Modality-Aware Contrastive and Uncertainty-Regularized Emotion Recognition
Yan Zhuang, Minhao Liu, Yanru Zhang +2
Multimodal Emotion Recognition (MER) has attracted growing attention with the rapid advancement of human-computer interaction. However, different modalities exhibit substantial dis…
TimeCatcher: A Variational Framework for Volatility-Aware Forecasting of Non-Stationary Time Series
Zhiyu Chen, Minhao Liu, Yanru Zhang
Recent lightweight MLP-based models have achieved strong performance in time series forecasting by capturing stable trends and seasonal patterns. However, their effectiveness hinge…
TMDC: A Two-Stage Modality Denoising and Complementation Framework for Multimodal Sentiment Analysis with Missing and Noisy Modalities
Yan Zhuang, Minhao Liu, Yanru Zhang +2
Multimodal Sentiment Analysis (MSA) aims to infer human sentiment by integrating information from multiple modalities such as text, audio, and video. In real-world scenarios, howev…