Authors

Minh Nhat Le

Publications 2

Preprint Open access

TRACE: Time-Adaptive Residual Attention Control with Content-Style Decomposition for Training-Free Diffusion Style Transfer

Duc Khoan Le, Kim Ngoc Tran, Minh Nhat Le et al. · 2026

Reference-guided style transfer aims to preserve the semantic structure of a content image while transferring the visual appearance of a style reference. Recent diffusion-based methods achieve impressive stylization quality by exploiting strong pretrained generative priors. However, training-free approaches still face …

Preprint Open access

Self-Evolving Defense: Continual Security Policy Learning for LLM Agents

Minh Nhat Le, Nisarga Gondi, Yibo Peng et al. · 2026

Large language models (LLMs) increasingly power agents that access sensitive information, use external tools, and modify software repositories. Although these capabilities offer substantial benefits, they also create security risks such as jailbreaks, prompt injection, and vulnerable code generation. Existing defenses …

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