D2R2: Diffusion-based Representation with Random Distance Matching for Tabular Few-shot Learning. - Ruoxue Liu; Linjiajie Fang; Wenjia Wang; Bingyi Jing (NeurIPS, 2024)

Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model. - Jing Zhang; Linjiajie Fang; Kexin Shi; Wenjia Wang; Bingyi Jing (NeurIPS, 2024)

Enhanced Bayesian Personalized Ranking for Robust Hard Negative Sampling in Recommender Systems. - Kexin Shi; Jing Zhang; Linjiajie Fang; Wenjia Wang; Bingyi Jing (CoRR, 2024)

Diffusion Actor-Critic: Formulating Constrained Policy Iteration as Diffusion Noise Regression for Offline Reinforcement Learning. - Linjiajie Fang; Ruoxue Liu; Jing Zhang; Wenjia Wang; Bingyi Jing (ICLR, 2025)