Revisiting Fairness-aware Interactive Recommendation: Item Lifecycle as a Control Knob. - Yun Lu; Xiaoyu Shi 001; Hong Xie 004; Chongjun Xia; Zhenhui Gong; Mingsheng Shang 001 (AAAI, 2026)