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Author

Hefei Ling

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2025

Autoregressive Motion Generation with Gaussian Mixture-Guided Latent Sampling

A novel text-to-motion synthesis method GMMotion is proposed that combines a continuous motion representation with an autoregressive model, us-ing the Gaussian mixture model (GMM) to represent the conditional probability distribution.

Linnan Tu, Ling-Wei Meng, Zongyi Li et al. · 4 citations
Jul 2026

Multi-Level Semantic-Guided Framework for Cloth-Changing Person Re-Identification

A Multi-level Semantic-Guided (MSG) framework that integrates contextual and fine-grained visual information to eliminate clothing variance across both conceptual and pixel dimensions is proposed.

Shijuan Huang, Hefei Ling, Zongyi Li et al. · 0 citations

From Standard to Robust: A Universal Framework for Continual Adversarial Defense

This work proposes Universal Continual Adversarial Defense (UCAD), a universal framework that enables both standard and robust models to perform effective defense under the CAD setting and observes that as the number of encountered attacks increases, UCAD becomes increasingly robust, consistently enhancing the defense...

Qian Wang, He-Fei Ling, Ying-Wei Li et al. · 0 citations

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