2 papers
cs.LG2026
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…
cs.MM2025
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…