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Jianda Mao

3 accepted papers

2026

TweezeEdit: Consistent and Efficient Image Editing with Path Regularization

AAAI 2026technical

Recent progress in training-free image editing has enabled existing text-to-image diffusion models to be directly adapted into text-guided image editors without additional training. However, existing methods often over-align with target prompts while inadequately preserving source image semantics. T

Cited by 0SourcePDFScholar
2025

Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks

CVPR 2025poster

Pre-trained vision-language models (VLMs) have showcased remarkable performance in image and natural language understanding, such as image captioning and response generation. As the practical applications of VLMs become increasingly widespread, their potential safety and robustness issues raise conc…

2025

Towards a Golden Classifier-Free Guidance Path via Foresight Fixed Point Iterations

NeurIPS 2025spotlight

Classifier-Free Guidance (CFG) is an essential component of text-to-image diffusion models, and understanding and advancing its operational mechanisms remains a central focus of research. Existing approaches stem from divergent theoretical interpretations, thereby limiting the design space and obscu…

Cited by 0SourceScholar