| 2026 | ACL | Reasoning Traces Shape Outputs but Models Won't Say So. | Yijie Hao, Lingjie Chen, Ali Emami, Joyce C. Ho |
| 2026 | SIGIR | How Fine-Grained Should a RAG Benchmark Be? A Hierarchical Framework for Synthetic Question Generation. | Chase M. Fensore, Kaustubh D. Dhole, Jason Fan, Eugene Agichtein, Joyce C. Ho |
| 2025 | EMNLP | Retrieval-augmented GUI Agents with Generative Guidelines. | Ran Xu, Kaixin Ma, Wenhao Yu, Hongming Zhang, Joyce C. Ho, Carl Yang, Dong Yu |
| 2025 | NAACL | SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains. | Ran Xu, Hui Liu, Sreyashi Nag, Zhenwei Dai, Yaochen Xie, Xianfeng Tang, Chen Luo, Yang Li, Joyce C. Ho, Carl Yang, Qi He |
| 2024 | ACL | Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models. | Ran Xu, Hejie Cui, Yue Yu, Xuan Kan, Wenqi Shi, Yuchen Zhuang, May Dongmei Wang, Wei Jin, Joyce C. Ho, Carl Yang |
| 2024 | ACL | RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records. | Ran Xu, Wenqi Shi, Yue Yu, Yuchen Zhuang, Bowen Jin, May Dongmei Wang, Joyce C. Ho, Carl Yang |
| 2024 | CIKM | HypMix: Hyperbolic Representation Learning for Graphs with Mixed Hierarchical and Non-hierarchical Structures. | Eric Wonhee Lee, Bo Xiong, Carl Yang, Joyce C. Ho |
| 2024 | EDBT | EMBA: Entity Matching using Multi-Task Learning of BERT with Attention-over-Attention. | Jing Zhang, Huan Sun, Joyce C. Ho |
| 2024 | EMNLP | BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers. | Ran Xu, Wenqi Shi, Yue Yu, Yuchen Zhuang, Yanqiao Zhu, May Dongmei Wang, Joyce C. Ho, Chao Zhang, Carl Yang |
| 2024 | EMNLP | EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records. | Wenqi Shi, Ran Xu, Yuchen Zhuang, Yue Yu, Jieyu Zhang, Hang Wu, Yuanda Zhu, Joyce C. Ho, Carl Yang, May Dongmei Wang |
| 2024 | ICLR | A Flexible Generative Model for Heterogeneous Tabular EHR with Missing Modality. | Huan He, William Hao, Yuanzhe Xi, Yong Chen, Bradley A. Malin, Joyce C. Ho |
| 2024 | KDD | TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data. | Ziyang Zhang, Hejie Cui, Ran Xu, Yuzhang Xie, Joyce C. Ho, Carl Yang |
| 2024 | SIGIR | PromptLink: Leveraging Large Language Models for Cross-Source Biomedical Concept Linking. | Yuzhang Xie, Jiaying Lu, Joyce C. Ho, Fadi B. Nahab, Xiao Hu, Carl Yang |
| 2023 | AAAI | Neighborhood-Regularized Self-Training for Learning with Few Labels. | Ran Xu, Yue Yu, Hejie Cui, Xuan Kan, Yanqiao Zhu, Joyce C. Ho, Chao Zhang, Carl Yang |
| 2023 | ADBIS | CONSchema: Schema Matching with Semantics and Constraints. | Kevin Wu, Jing Zhang, Joyce C. Ho |
| 2023 | CIKM | PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation Learning. | Eric Wonhee Lee, Joyce C. Ho |
| 2023 | ECIR | SR-CoMbEr: Heterogeneous Network Embedding Using Community Multi-view Enhanced Graph Convolutional Network for Automating Systematic Reviews. | Eric Wonhee Lee, Joyce C. Ho |
| 2023 | SIGIR | Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training. | Ran Xu, Yue Yu, Joyce C. Ho, Carl Yang |
| 2022 | CIKM | PubMed Author-assigned Keyword Extraction (PubMedAKE) Benchmark. | Jiasheng Sheng, Zelalem Gero, Joyce C. Ho |
| 2022 | ICLR | GDA-AM: On the Effectiveness of Solving Min-Imax Optimization via Anderson Mixing. | Huan He, Shifan Zhao, Yuanzhe Xi, Joyce C. Ho, Yousef Saad |
| 2021 | AAAI | SWIFT: Scalable Wasserstein Factorization for Sparse Nonnegative Tensors. | Ardavan Afshar, Kejing Yin, Sherry Yan, Cheng Qian, Joyce C. Ho, Haesun Park, Jimeng Sun |
| 2021 | ADBIS | GASP: Graph-Based Approximate Sequential Pattern Mining for Electronic Health Records. | Wenqin Dong, Eric Wonhee Lee, Vicki Stover Hertzberg, Roy L. Simpson, Joyce C. Ho |
| 2021 | ADBIS | SMAT: An Attention-Based Deep Learning Solution to the Automation of Schema Matching. | Jing Zhang, Bonggun Shin, Jinho D. Choi, Joyce C. Ho |
| 2021 | CIKM | Temporal Network Embedding via Tensor Factorization. | Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Joyce C. Ho |
| 2021 | ECIR | Cross-modal Memory Fusion Network for Multimodal Sequential Learning with Missing Values. | Chen Lin, Joyce C. Ho, Eugene Agichtein |
| 2021 | ICDM | Communication Efficient Tensor Factorization for Decentralized Healthcare Networks. | Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Sivasubramanium Bhavani, Joyce C. Ho |
| 2021 | NAACL | You Sound Like Someone Who Watches Drama Movies: Towards Predicting Movie Preferences from Conversational Interactions. | Sergey Volokhin, Joyce C. Ho, Oleg Rokhlenko, Eugene Agichtein |
| 2021 | PAKDD | CrowdTeacher: Robust Co-teaching with Noisy Answers and Sample-Specific Perturbations for Tabular Data. | Mani Sotoodeh, Li Xiong, Joyce C. Ho |
| 2021 | WWW | Communication Efficient Federated Generalized Tensor Factorization for Collaborative Health Data Analytics. | Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Joyce C. Ho |
| 2020 | AMIA | Pressure Ulcer Injury in Unstructured Clinical Notes: Detection and Interpretation. | Mani Sotoodeh, Zelalem Gero, Wenhui Zhang, Roy L. Simpson, Vicki Hertzberg, Joyce C. Ho |
| 2020 | CIKM | Robust Irregular Tensor Factorization and Completion for Temporal Health Data Analysis. | Yifei Ren, Jian Lou, Li Xiong, Joyce C. Ho |
| 2020 | ICDM | Accelerated SGD for Tensor Decomposition of Sparse Count Data. | Huan He, Yuanzhe Xi, Joyce C. Ho |
| 2020 | KDD | LogPar: Logistic PARAFAC2 Factorization for Temporal Binary Data with Missing Values. | Kejing Yin, Ardavan Afshar, Joyce C. Ho, William K. Cheung, Chao Zhang, Jimeng Sun |
| 2020 | WWW | Domain-Guided Task Decomposition with Self-Training for Detecting Personal Events in Social Media. | Payam Karisani, Joyce C. Ho, Eugene Agichtein |
| 2019 | CIKM | Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis. | Jing Ma, Qiuchen Zhang, Jian Lou, Joyce C. Ho, Li Xiong, Xiaoqian Jiang |
| 2019 | WWW | Distributed Tensor Decomposition for Large Scale Health Analytics. | Huan He, Jette Henderson, Joyce C. Ho |
| 2019 | SDM | CP Tensor Decomposition with Cannot-Link Intermode Constraints. | Jette Henderson, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Jimeng Sun, Joydeep Ghosh, Joyce C. Ho |
| 2018 | AMIA | Phenotyping through Semi-Supervised Tensor Factorization (PSST). | Jette Henderson, Huan He, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Joydeep Ghosh, Joyce C. Ho |
| 2018 | CIKM | COPA: Constrained PARAFAC2 for Sparse & Large Datasets. | Ardavan Afshar, Ioakeim Perros, Evangelos E. Papalexakis, Elizabeth Searles, Joyce C. Ho, Jimeng Sun |
| 2014 | KDD | Marble: high-throughput phenotyping from electronic health records via sparse nonnegative tensor factorization. | Joyce C. Ho, Joydeep Ghosh, Jimeng Sun |
| 2013 | AISTATS | DYNACARE: Dynamic Cardiac Arrest Risk Estimation. | Joyce C. Ho, Yubin Park, Carlos Carvalho, Joydeep Ghosh |
| 2005 | CHI | Using context-aware computing to reduce the perceived burden of interruptions from mobile devices. | Joyce C. Ho, Stephen S. Intille |