DST: Continual event prediction by decomposing and synergizing the task commonality and specificity

Yuxin Zhang, Songlin Zhai, Yongrui Chen, Shenyu Zhang, Sheng Bi, Yuan Meng, Guilin Qi

Abstract: Highlights•Pioneered a continual event prediction method based on dual-prompt collaboration.•Designed a memory-guided adaptive update algorithm for the commonality prompt.•Demonstrated DST’s superior performance through extensive benchmark testing.