Tutorials

1. Agentic AI in Healthcare: Design, Deployment, and Risk

Muhammad Ahmad and Ravi Ghanta

Author Email(s): maahmad@uw.edu, Ravi.Ghanta@bcm.edu

Contact Person: Muhammad Ahmad

2. AI-Driven Scientific Discovery: Building, Running, and Evaluating Science Agents

Mayank Kejriwal and Zhisheng Tang

Author Email(s): kejriwal@isi.edu, zhisheng@grailai.io

Contact Person: Mayank Kejriwal

3. Agentic AI Alignment: Principles, Methods, Evaluation, and Responsible Deployment

Zhipeng Yin, Zichong Wang, and Wenbin Zhang

Author Email(s): zhip.y7@gmail.com, zichonglwang@gmail.com, wenbinzhang2008@gmail.com

Contact Person: Zhipeng Yin

4. Quantum Algorithms for Big Data: advancing Earth Observation applications

Mihai Datcu

Author Email(s): mihai.datcu@ieee.org

Contact Person: Mihai Datcu

5. Cold-Start Recommendation: A Knowledge-Centric Perspective

Yuanchen Bei, Weizhi Zhang, Hyunsik Yoo, Dongqi Fu, Yinglong Xia, Hong Li, Philip S. Yu, and Hanghang Tong

Author Email(s): bei4@illinois.edu, wzhan42@uic.edu, hy40@illinois.edu, dongqifu@meta.com, yxia@meta.com, hongli@meta.com, psyu@uic.edu, htong@illinois.edu

Contact Person: Yuanchen Bei

6. Uncertainty Quantification for Dynamical Networks

Marouane Benbrahim, Tamanna Rashme, and Zhiqian Chen

Author Email(s): zhiqian.chen@rit.edu, mb9615@rit.edu, tyr17@msstate.edu

Contact Person: Zhiqian Chen

7. Large-scale Policy Analytics with Large Language Models: Performance and Challenges

Deyang Zhong, Yanfang Su, and Juhua Hu

Author Email(s): dyzhong@uw.edu, yfsu@uw.edu, juhuah@uw.edu

Contact Person: Deyang Zhong

8. Data Evolution: Continuous Feedback for Recursive Self-Improving AI

Dawei Li, Bohan Jiang, Chengshuai Zhao, and Huan Liu

Author Email(s): daweili5@asu.edu, bjiang14@asu.edu, czhao93@asu.edu, huanliu@asu.edu

Contact Person: Dawei Li

9. Towards Trustworthy Deep Learning for Open-world Time Series: Model Shortcut Detection and Mitigation

Li Zhang, Ying Lin, and Kaixiong Zhou

Author Email(s): li.zhang@utrgv.edu, ylin53@central.uh.edu, kzhou22@ncsu.edu

Contact Person: Li Zhang

10. Automated Optimization of LLM-Based Multi-Agent Systems

Dong Li, Xujiang Zhao, Xintao Wu, and Chen Zhao

Author Email(s): chen_zhao@baylor.edu, dong_li1@baylor.edu, zxj32@meta.com, xintaowu@uark.edu

Contact Person: Chen Zhao