StockNNEval: Evaluating Neural Network Methods for Predicting Stock Trend. - Zikai Liao; Lei Zhang; Ziyang Zhou 005; Qingsong Zou (Bench, 2024)

PDENNEval: A Comprehensive Evaluation of Neural Network Methods for Solving PDEs. - Ping Wei; Menghan Liu; Jianhuan Cen; Ziyang Zhou 005; Liao Chen; Qingsong Zou (IJCAI, 2024)

Dual-View Data Hallucination With Semantic Relation Guidance for Few-Shot Image Recognition. - Hefeng Wu; Guangzhi Ye; Ziyang Zhou 005; Ling Tian; Qing Wang 018; Liang Lin (IEEE Trans. Multim., 2024)

CFDONEval: A Comprehensive Evaluation of Operator-Learning Neural Network Models for Computational Fluid Dynamics. - Menghan Liu; Jianhuan Cen; Ziyang Zhou 005; Haolong Fan; Hongji Li; Ping Wei; Guohang Peng; Changye He; Yuzhe Qin; Yutong Lu; Qingsong Zou (IJCAI, 2025)