4 papers
RefVideo-6M: A Reliable Reference-Based Dataset for Instructional Video Editing
Bojia Zi, Xiaoyan Yang, Yu Zhou +7
Recent advances in video editing have been largely driven by large-scale instruction-based datasets. However, existing datasets still suffer from two critical limitations. First, t…
Code World Model: Coding Agent as World Brain
Yiwen Chen, Guosheng Lin, Chi Zhang
World models aim to simulate how complex environments evolve under actions and events, yet existing video-based world models primarily learn dynamics from visual observations, whic…
Scalable Multi-GPU Simulation of 3D Multicellular Growth with RNN-Based Workload Balancing
Matvey Moisseyev, Huijing Du, Dandan Zheng +2
Detailed multicellular growth simulations based on subcellular element models (SEMs) can capture complex tissue development, but their element-level interactions impose substantial…
TOPAS: Workflow-Aware Prefix-State Scheduling for Multi-Agent LLM Serving
Hongqiu Ni, Han Tian, Chi Zhang +2
Prefix caching introduces a fundamental tradeoff in multi-agent large language model (LLM) serving: retaining a long system-prompt key-value (KV) cache for an agent accelerates fut…