AAAI 2026technical0 citations

TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding

Canhui Tang, Zifan Han, Hongbo Sun, Sanping Zhou, Xuchong Zhang, Xin Wei, Ye Yuan, Huayu Zhang

Abstract

Multimodal Large Language Models (MLLMs) have demonstrated significant progress in vision-language tasks, yet they still face challenges when processing long-duration video inputs. The limitation arises from MLLMs

BibTeX
@inproceedings{aaai2026_tspotemporalsamp,
  title = {TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding},
  author = {Canhui Tang and Zifan Han and Hongbo Sun and Sanping Zhou and Xuchong Zhang and Xin Wei and Ye Yuan and Huayu Zhang and Jinglin Xu and Hao Sun},
  booktitle = {AAAI 2026},
  year = {2026}
}
TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding · AAAI 2026