Hua Meng

PCFNet: frequency- and field-guided dual-polarization radar echo image sequence prediction

From subspace fusion to structure discovery: an adaptive structure-guided framework for multi-view subspace clustering

DSS: Dynamic Semantic Steering for Robust Concept Erasure in Diffusion Models

Dynamic Semantic Steering (DSS) is proposed, a training-free, inference-time defense framework for robust and controllable concept erasure under prompt-level adversarial settings and achieves strong and consistent suppression across diverse concept categories and adversarial prompts.

Gaussian Core LoRA: Distribution-Aware Dynamic Adaptation for Broad Concept Erasure

Gaussian Core LoRA, a distribution-aware low-rank adaptation framework that enables prototype-adaptive erasure with a single lightweight adapter, and shows robustness to adversarial prompts, scalability to multi-identity and multi-style erasure, and compatibility with SDXL and FLUX.