5 | A Hands-on Tutorial on Time Series Imputation with ImputeGAP | Hands-on | Monday, August 4 | 1:00 PM- 4:00 PM |
14 | A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models | Lecture-style | Monday, August 4 | 8:00 AM – 11:00 AM |
63 | A Survey on Model Extraction Attacks and Defenses for Large Language Models | Lecture-style | Sunday, August 3 | 1:00 PM- 4:00 PM |
32 | A Survey on Trustworthy LLM Agents: Threats and Countermeasures | Lecture-style | Sunday, August 3 | 1:00 PM- 4:00 PM |
37 | A Tutorial on Small Language Models in the Era of Large Language Models: Architecture, Capabilities, and Trustworthiness | Lecture-style | Sunday, August 3 | 8:00 AM – 11:00 AM |
45 | Advances in Time-Series Anomaly Detection | Lecture-style | Sunday, August 3 | 8:00 AM – 11:00 AM |
10 | Beyond Input Attribution: A Hands-On Tutorial to Concept-Based Explainable AI and Mechanistic Interpretability | Hands-on | Monday, August 4 | 1:00 PM- 4:00 PM |
11 | Boost the Performance of Tabular Data Models with GPU-Accelerated Feature Engineering | Hands-on | Monday, August 4 | 8:00 AM – 11:00 AM |
2 | CausalBench: Causal Learning Research Streamlined | Hands-on | Monday, August 4 | 8:00 AM – 11:00 AM |
25 | Data Heterogeneity Modeling for Trustworthy Machine Learning | Lecture-style | Monday, August 4 | 8:00 AM – 11:00 AM |
58 | Deep Learning in the Frequency Domain: Advances, Challenges, and Applications for Time Series Analysis | Lecture-style | Sunday, August 3 | 8:00 AM – 11:00 AM |
13 | Diffusion Models for Recommender Systems: From Content Distribution To Content Creation | Lecture-style | Monday, August 4 | 1:00 PM- 4:00 PM |
4 | Enhancing Digital Forensics Evidence Analysis with Large Language Models | Hands-on | Sunday, August 3 | 1:00 PM- 4:00 PM |
56 | Evaluation and Benchmarking of AI Agents: A Survey | Lecture-style | Sunday, August 3 | 1:00 PM- 4:00 PM |
7 | Finding Repeated Structures in Time Series: Algorithms and Applications | Lecture-style | Monday, August 4 | 1:00 PM- 4:00 PM |
10 | Foundation Models for Spatio-Temporal Data Science: A Tutorial and Survey | Lecture-style | Monday, August 4 | 8:00 AM – 11:00 AM |
50 | Graph Foundation Models: Challenges, Methods, and Open Questions | Lecture-style | Sunday, August 3 | 8:00 AM – 11:00 AM |
22 | Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks | Lecture-style | Sunday, August 3 | 1:00 PM- 4:00 PM |
46 | Graph Prompting for Graph Learning Models: Recent Advances and Future Directions | Lecture-style | Monday, August 4 | 1:00 PM- 4:00 PM |
44 | Hyperbolic Deep Learning for Foundation Models: A Tutorial | Lecture-style | Monday, August 4 | 1:00 PM- 4:00 PM |
12 | Large Language Model Enhanced Recommender Systems: Methods, Applications and Trends | Lecture-style | Sunday, August 3 | 8:00 AM – 11:00 AM |
15 | MedKLM: Unifying Large Language Models and Knowledge Graphs for Medicine and Healthcare | Lecture-style | Monday, August 4 | 1:00 PM – 4:00 PM |
12 | MEDS: Building Models and Tools in a Reproducible Health AI Ecosystem | Hands-on | Sunday, August 3 | 8:00 AM – 11:00 AM |
48 | Multi-modal Time Series Analysis: A Tutorial and Survey | Lecture-style | Monday, August 4 | 1:00 PM- 4:00 PM |
7 | Practical Guidance and Tutorial on Incentivizing Reasoning in LLMs using Distillation and Reinforcement Learning | Hands-on | Monday, August 4 | 8:00 AM – 11:00 AM |
19 | Relational Deep Learning: Challenges, Foundations and Next-Generation Architectures | Lecture-style | Monday, August 4 | 1:00 PM- 4:00 PM |
18 | Retrieval And Structuring Augmented Generation with Large Language Models | Lecture-style | Sunday, August 3 | 1:00 PM- 4:00 PM |
36 | Synthetic Tabular Data: methods, attacks and defenses | Lecture-style | Sunday, August 3 | 1:00 PM- 4:00 PM |
59 | The Hitchhikers guide to production-ready trustworthy Foundation Model powered Software (FMware) | Lecture-style | Monday, August 4 | 8:00 AM – 11:00 AM |
3 | Training Industry-scale GNNs with GiGL | Hands-on | Sunday, August 3 | 1:00 PM- 4:00 PM |
52 | Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey | Lecture-style | Sunday, August 3 | 8:00 AM – 11:00 AM |