Transforming multimodal sources into condensed and structured media outputs can be fundamentally conceptualized as a long-horizon agentic process centered on a model-harness system. While an ideal harness system should align with human design priors and accumulate reusable experience through empirical exploration to dr...
Yaxin Luo, Hao-Bin Jiang, Jialv Zou et al.· 6 citations
FigMirror is proposed, an agentic framework that unlocks coordinate grounding and coding capabilities present in modern computer-use models through Grounded Measurement, which locates visual elements by coordinates and measures their properties through executable code.
Xiaohan Zhao, Jiacheng Liu, Yaxin Luo et al.· 0 citations
VideoCoCo, an agentic dual-engine framework in which executable Blender code serves as a process-level chain of thought, demonstrates that executable code provides an effective, controllable, and inspectable intermediate representation for physically consistent video generation.
Haodong Li, Tianfei Ren, Xiaoxiao Ma et al.· arXiv.org· 8 citations
DARTree is introduced, a training-free speculative decoding method that extends a pretrained AR correction head from chains to trees, and achieves the highest average acceptance length and speedup in all four model--temperature configurations.
