SIGIR

AsarRec: Adaptive Sequential Augmentation for Robust Self-supervised Sequential Recommendation

AsarRec：自适应序列增强以实现鲁棒的自监督序列推荐

Kaike Zhang, Qi Cao, Fei Sun, Xinran Liu, Huawei Shen, Xueqi Cheng

AI总结 本文提出AsarRec，通过自适应增强策略提升自监督序列推荐的鲁棒性，通过统一转换矩阵和联合优化三个目标，验证了在不同噪声水平下的有效性。

Comments to appear in SIGIR 2026