TIE: Time Interval Encoding for Video Generation over Events 事件

TIE: Time Interval Encoding for Video Generation over Events arXiv:2605.10543v2 Announce Type: replace Abstract: Director-style prompting, robotic action prediction, and interactive video agents demand temporal grounding over concurrent events -- a regime in which 68% of general clips and over 99% of robotics/gameplay clips contain overlapping events, yet existing multi-event generators rest on a single-active-prompt assumption. However, modern video generators, such as Diffusion Transformers (