RES: A Robust Framework for Guiding Visual Explanation. - Yuyang Gao; Tong Steven Sun; Guangji Bai; Siyi Gu; Sungsoo Ray Hong; Liang Zhao 002 (KDD, 2022)

MAGI: Multi-Annotated Explanation-Guided Learning. - Yifei Zhang 006; Siyi Gu; Yuyang Gao; Bo Pan; Xiaofeng Yang 005; Liang Zhao 002 (ICCV, 2023)

Effectively Finding ICC-related Bugs in Android Apps via Reinforcement Learning. - Hui Guo; Ting Su 001; Xiaoqiang Liu; Siyi Gu; Jingling Sun (ISSRE, 2023)

ESSA: Explanation Iterative Supervision via Saliency-guided Data Augmentation. - Siyi Gu; Yifei Zhang 006; Yuyang Gao; Xiaofeng Yang 005; Liang Zhao 002 (KDD, 2023)

Visual Attention-Prompted Prediction and Learning. - Yifei Zhang 006; Siyi Gu; Bo Pan; Guangji Bai; Xiaofeng Yang 005; Liang Zhao 002 (CoRR, 2023)

XAI Benchmark for Visual Explanation. - Yifei Zhang 006; Siyi Gu; James Song; Bo Pan; Liang Zhao 002 (CoRR, 2023)

Visual Attention Prompted Prediction and Learning. - Yifei Zhang 006; Bo Pan; Siyi Gu; Guangji Bai; Meikang Qiu; Xiaofeng Yang 005; Liang Zhao 002 (IJCAI, 2024)

DUE: Dynamic Uncertainty-Aware Explanation Supervision via 3D Imputation. - Qilong Zhao; Yifei Zhang 006; Mengdan Zhu; Siyi Gu; Yuyang Gao; Xiaofeng Yang 005; Liang Zhao 002 (KDD, 2024)

Aligning Target-Aware Molecule Diffusion Models with Exact Energy Optimization. - Siyi Gu; Minkai Xu; Alexander S. Powers; Weili Nie; Tomas Geffner; Karsten Kreis; Jure Leskovec; Arash Vahdat; Stefano Ermon (NeurIPS, 2024)

Finding Deep-Hidden Bugs in Android Apps via Functional Semantics Guided Exploration. - Siyi Gu; Xiaoqiang Liu; Hui Guo; Bochun Cao; Baiyan Li; Lizhi Cai; Hu Yun (TASE, 2024)

Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning. - Yuyang Gao; Siyi Gu; Junji Jiang; Sungsoo Ray Hong; Dazhou Yu; Liang Zhao 002 (ACM Comput. Surv., 2024)

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models. - Fan-Yun Sun; Weiyu Liu; Siyi Gu; Dylan Lim; Goutam Bhat; Federico Tombari; Manling Li; Nick Haber; Jiajun Wu 001 (CVPR, 2025)

GeoAda: Efficiently Finetune Geometric Diffusion Models with Equivariant Adapters. - Wanjia Zhao; Jiaqi Han; Siyi Gu; Mingjian Jiang; James Zou 001; Stefano Ermon (CoRR, 2025)