AAAI 2026technical0 citations
ProRec-Video: Guiding Hierarchical Interest Transitions for Proactive Short Video Recommendation with Dynamic Feedback Adaptation
Weizhi Chen, Baoyun Peng, Bo Liu, Xingkong Ma, Houjie Qiu
Abstract
Traditional short video recommendations primarily enhance user retention by reinforcing existing user preferences, potentially leading to information cocoons. Conversely, proactive recommendations aim to diversify user interests by exposing users to content beyond their historical preferences. However, current proactive approaches face three limitations: (1) homogeneous receptivity assumption, neglecting individual differences in users
BibTeX
@inproceedings{aaai2026_prorecvideoguidi,
title = {ProRec-Video: Guiding Hierarchical Interest Transitions for Proactive Short Video Recommendation with Dynamic Feedback Adaptation},
author = {Weizhi Chen and Baoyun Peng and Bo Liu and Xingkong Ma and Houjie Qiu},
booktitle = {AAAI 2026},
year = {2026}
}