2 papers
cs.CV2026
Frequency-Step Cache: Separating Synchronization and Repair for Efficient Autoregressive Video Diffusion
Kerry Xu, Param Misra, Zachary Stenglein +3
Autoregressive (AR) video generation enables long-horizon synthesis but requires repeated forward passes through large diffusion transformers. Training-free caching reduces this co…
cs.CL2026
Exploring Heterogeneous Model Merging Approach for Complex Knowledge Transfer
Jiahe Fan, Si Chen, Yinghao Hou +4
Specialized models encode task-oriented behavior, but transferring that behavior to a general language model usually requires training, distillation, or representation alignment. W…