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Tingting Zhao

3 accepted papers

2026

Multimodal Gaussian Mixture Variational Autoencoder with Consistency Regularizations

AAAI 2026technical

Variational autoencoder (VAE)-based frameworks possess a natural advantage in modeling the shared and private information inherent in multimodal data. However, current models focus on improving the quality of shared representations from the reconstruction perspective, lacking explicit mechanisms to

Cited by 0SourcePDFScholar
2025

MS-RainMamba: Learning Multi-Scale State Space Models for Single Image Deraining

ICASSP 2025accepted

Despite the significant advances of Convolutional neural networks (CNNs) and Transformers in image deraining, they either suffer from limited receptive fields or incur quadratic complexity, leading to an imbalance between performance and efficiency. Recently, state space models (SSMs) have demonstra…

Cited by 0SourceScholar
2020

Instance-wise Feature Grouping

NeurIPS 2020poster

In many learning problems, the domain scientist is often interested in discovering the groups of features that are redundant and are important for classification. Moreover, the features that belong to each group, and the important feature groups may vary per sample. But what do we mean by feature…