most citedHigh-Fidelity and Long-Duration Human Image Animation with Diffusion Transformer

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cs.LG2026

Context-Informed Ship Trajectory Prediction via Conditional Attention

Yuan Guan, Chandler Squires, Timothy Hu +1

Long-term ship trajectory prediction is a fundamental capability for maritime safety and autonomous navigation. While recent Transformer-based architectures have improved forecasti…

cs.LG2026

Catastrophic Compositional Generation: Why Vanilla Diffusion Models Fail to Extrapolate

Duncan Soiffer, Chandler Squires, Yuan Guan +2

The task of compositional generation involves using a conditional generative model, trained only on a subset of the possible conditions, to produce samples from compositionally-def…