NameGuess: Column Name Expansion for Tabular Data. - Jiani Zhang 003; Zhengyuan Shen; Balasubramaniam Srinivasan; Shen Wang 005; Huzefa Rangwala; George Karypis (EMNLP, 2023)

PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction. - Shichang Zhang; Jiani Zhang 003; Xiang Song 003; Soji Adeshina; Da Zheng; Christos Faloutsos; Yizhou Sun (WWW, 2023)

OrthoReg: Improving Graph-regularized MLPs via Orthogonality Regularization. - Hengrui Zhang; Shen Wang 005; Vassilis N. Ioannidis; Soji Adeshina; Jiani Zhang 003; Xiao Qin 003; Christos Faloutsos; Da Zheng; George Karypis; Philip S. Yu (CoRR, 2023)

Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection. - Costas Mavromatis; Balasubramaniam Srinivasan; Zhengyuan Shen; Jiani Zhang 003; Huzefa Rangwala; Christos Faloutsos; George Karypis (CoRR, 2023)

Revisit Orthogonality in Graph-Regularized MLPs. - Hengrui Zhang; Shen Wang 005; Vassilis N. Ioannidis; Soji Adeshina; Jiani Zhang 003; Xiao Qin 003; Christos Faloutsos; Da Zheng; George Karypis; Philip S. Yu (CIKM, 2024)

CoverICL: Selective Annotation for In-Context Learning via Active Graph Coverage. - Costas Mavromatis; Balasubramaniam Srinivasan; Zhengyuan Shen; Jiani Zhang 003; Huzefa Rangwala; Christos Faloutsos; George Karypis (EMNLP, 2024)

OpenTab: Advancing Large Language Models as Open-domain Table Reasoners. - Kezhi Kong; Jiani Zhang 003; Zhengyuan Shen; Balasubramaniam Srinivasan; Chuan Lei; Christos Faloutsos; Huzefa Rangwala; George Karypis (ICLR, 2024)

Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space. - Hengrui Zhang; Jiani Zhang 003; Zhengyuan Shen; Balasubramaniam Srinivasan; Xiao Qin 003; Christos Faloutsos; Huzefa Rangwala; George Karypis (ICLR, 2024)

Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding - A Survey. - Xi Fang; Weijie Xu; Fiona Anting Tan; Jiani Zhang 003; Ziqing Hu; Yanjun Qi; Scott Nickleach; Diego Socolinsky; Srinivasan H. Sengamedu; Christos Faloutsos (CoRR, 2024)

OmniMatch: Effective Self-Supervised Any-Join Discovery in Tabular Data Repositories. - Christos Koutras; Jiani Zhang 003; Xiao Qin 003; Chuan Lei; Vasileios Ioannidis; Christos Faloutsos; George Karypis; Asterios Katsifodimos (CoRR, 2024)

KGExplainer: Towards Exploring Connected Subgraph Explanations for Knowledge Graph Completion. - Tengfei Ma 002; Xiang Song 003; Wen Tao; Mufei Li; Jiani Zhang 003; Xiaoqin Pan; Jianxin Lin; Bosheng Song; Xiangxiang Zeng (CoRR, 2024)

GraphStorm: all-in-one graph machine learning framework for industry applications. - Da Zheng; Xiang Song 003; Qi Zhu 008; Jiani Zhang 003; Theodore Vasiloudis; Runjie Ma; Houyu Zhang; Zichen Wang 002; Soji Adeshina; Israt Nisa; Alejandro Mottini; Qingjun Cui; et al. (CoRR, 2024)

FeatNavigator: Automatic Feature Augmentation on Tabular Data. - Jiaming Liang; Chuan Lei; Xiao Qin 003; Jiani Zhang 003; Asterios Katsifodimos; Christos Faloutsos; Huzefa Rangwala (CoRR, 2024)

Hierarchical Compression of Text-Rich Graphs via Large Language Models. - Shichang Zhang; Da Zheng; Jiani Zhang 003; Qi Zhu 008; Xiang Song 003; Soji Adeshina; Christos Faloutsos; George Karypis; Yizhou Sun (CoRR, 2024)

Large Language Models (LLMs) on Tabular Data: Prediction, Generation, and Understanding - A Survey. - Xi Fang; Weijie Xu; Fiona Anting Tan; Ziqing Hu; Jiani Zhang 003; Yanjun Qi; Srinivasan H. Sengamedu; Christos Faloutsos (Trans. Mach. Learn. Res., 2024)

Featpilot: Automatic Feature Augmentation on Tabular Data. - Jiaming Liang; Chuan Lei; Xiao Qin 003; Jiani Zhang 003; Asterios Katsifodimos; Christos Faloutsos; Huzefa Rangwala (ICDE, 2025)

Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation. - Tengfei Ma 002; Xiang Song 003; Wen Tao; Mufei Li; Jiani Zhang 003; Xiaoqin Pan; Yijun Wang 002; Bosheng Song; Xiangxiang Zeng (ICLR, 2025)

Towards Better Understanding Table Instruction Tuning: Decoupling the Effects from Data versus Models. - Naihao Deng; Sheng Zhang 029; Henghui Zhu; Shuaichen Chang; Jiani Zhang 003; Alexander Hanbo Li; Chung-Wei Hang; Hideo Kobayashi; Yiqun Hu; Patrick Ng (CoRR, 2025)

CoddLLM: Empowering Large Language Models for Data Analytics. - Jiani Zhang 003; Hengrui Zhang; Rishav Chakravarti; Yiqun Hu; Patrick Ng; Asterios Katsifodimos; Huzefa Rangwala; George Karypis; Alon Y. Halevy (CoRR, 2025)

MLZero: A Multi-Agent System for End-to-end Machine Learning Automation. - Haoyang Fang; Boran Han; Nick Erickson; Xiyuan Zhang; Su Zhou; Anirudh Dagar; Jiani Zhang 003; Ali Caner Türkmen; Cuixiong Hu; Huzefa Rangwala; Ying Nian Wu; Yuyang Wang 001; et al. (CoRR, 2025)

DSMentor: Enhancing Data Science Agents with Curriculum Learning and Online Knowledge Accumulation. - He Wang; Alexander Hanbo Li; Yiqun Hu; Sheng Zhang 029; Hideo Kobayashi; Jiani Zhang 003; Henry Zhu; Chung-Wei Hang; Patrick Ng (CoRR, 2025)