Author

Haotian Xue

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Review Aug 2026

A Survey on Adversarial Attacks and Defenses for Diffusion Models Across Multiple Modalities

Diffusion models have become the dominant family of generative models in the visual domain. However, their widespread public availability enables misuse at scale, motivating a rapidly growing body of research on adversarial attacks and defenses. This survey provides, to our knowledge, the first unified review of this l...

Ozgur Kara, Tarik Can Ozden, Furkan Horoz et al. · 0 citations

#machine learning Preprint Oct 2026

How Long, Not How Close: A Learned Temporal Metric for Planning in Latent World Models

Latent world models plan by rolling a frozen predictor forward under candidate action sequences and ranking the candidates by the latent distance between their imagined end state and the goal. However, this ranking breaks down when the goal lies several plans away, because the latent distance measures how closely an en...

Lama Moukheiber, Haotian Xue, Yong-Xin Chen · 0 citations