🏢 University of Oxford

OS-Genesis: Reverse task synthesis revolutionizes GUI agent training by generating high-quality trajectory data without human supervision, drastically boosting performance on challenging benchmarks.

DiTFlow: training-free video motion transfer using Diffusion Transformers, enabling realistic motion control in synthesized videos via Attention Motion Flow.

Sparse autoencoders fail to accurately decompose and interpret steering vectors due to distribution mismatch and the inability to handle negative feature projections; this paper identifies these issue…

Contrary to common belief, toxicity reduction in language models isn’t simply achieved by dampening toxic neurons; it’s a complex balancing act across multiple neuron groups.