Tutorials

IDTutorial TitleFormatDateTime
HO-6Multi-modal Data Processing for Foundation Models: Practical Guidances and Use CasesHands-onSunday, August 2510:00 AM – 1:00 PM
HO-7A Tutorial on Multi-Armed Bandit Applications for Large Language ModelsHands-onSunday, August 2510:00 AM – 1:00 PM
LS-1A Review of Graph Neural Networks in Epidemic ModelingLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-3Advances in Human Event Modeling: From Graph Neural Networks to Language ModelsLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-4Automated Mining of Structured Knowledge from Text in the Era of Large Language ModelsLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-5Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM EraLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-7Decoding the AI Pen: Techniques and Challenges in Detecting AI-Generated TextLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-8Explainable Artificial Intelligence on Biosignals for Clinical Decision SupportLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-10Graph Intelligence with Large Language Models and Prompt LearningLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-13Heterogeneous Contrastive Learning for Foundation Models and BeyondLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-16Modern Recommender Systems Leveraging Generative AI: Fundamentals, Challenges and OpportunitiesLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-17Multimodal Pretraining, Adaptation, and Generation for Recommendation: A TutorialLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-18RAG Meets LLMs: Towards Retrieval-Augmented Large Language ModelsLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-20Recent and Upcoming Developments in Randomized Numerical Linear Algebra for Machine LearningLecture-StyleSunday, August 2510:00 AM – 1:00 PM
LS-23Symbolic Regression: A Pathway to Interpretability Towards Automated Scientific DiscoveryLecture-StyleSunday, August 2510:00 AM – 1:00 PM
HO-8Domain-Driven LLM Development: Insights into RAG and Fine-Tuning PracticesHands-onSunday, August 252:00 PM – 5:00 PM
HO-9Tutorial on Graph Reasoning with LLMs (GReaL)Hands-onSunday, August 252:00 PM – 5:00 PM
LS-2A Survey on Hypergraph Neural Networks: An In-Depth and Step-By-Step GuideLecture-StyleSunday, August 252:00 PM – 5:00 PM
LS-6Causal Inference with Latent Variables: Recent Advances and Future ProspectivesLecture-StyleSunday, August 252:00 PM – 5:00 PM
LS-11Graph Machine Learning Meets Multi-Table Relational DataLecture-StyleSunday, August 252:00 PM – 5:00 PM
LS-14Inference Optimization of Foundation Models on AI AcceleratorsLecture-StyleSunday, August 252:00 PM – 5:00 PM
LS-15Large Language Models for Graphs: Progresses and DirectionsLecture-StyleSunday, August 252:00 PM – 5:00 PM
LS-19Reasoning and Planning with Large Language Models in Code DevelopmentLecture-StyleSunday, August 252:00 PM – 5:00 PM
LS-21Safe Multi-Modal Machine LearningLecture-StyleSunday, August 252:00 PM – 5:00 PM
LS-25Towards Urban General Intelligence Through Urban Foundation ModelsLecture-StyleSunday, August 252:00 PM – 5:00 PM
HO-1Practical Machine Learning for Streaming DataHands-onMonday, August 2610:00 AM – 1:00 PM
HO-4Breaking Barriers: A Hands-On Tutorial on AI-Enabled Accessibility to Social Media ContentHands-onMonday, August 2610:00 AM – 1:00 PM
HO-2A Hands-on Introduction to Time Series Classification and RegressionHands-onMonday, August 262:00 PM – 5:00 PM
HO-3DARE to Diversify: DAta Driven and Diverse LLM REd TeamingHands-onMonday, August 262:00 PM – 5:00 PM
LS-12Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons LearnedLecture-StyleMonday, August 262:00 PM – 5:00 PM
HO-5Privacy-Preserving Federated Learning using Flower FrameworkHands-onThursday, August 2910:00 AM – 1:00 PM
LS-9Foundation Models for Time Series Analysis: A Tutorial and SurveyLecture-StyleThursday, August 2911:00 AM – 3:00 PM
LS-22Sharing is Caring: A practical guide to FAIR(ER) open data releaseLecture-StyleThursday, August 2911:00 AM – 3:00 PM
LS-24Systems for Scalable Graph Analytics and Machine Learning: Trends and MethodsLecture-StyleThursday, August 2911:00 AM – 3:00 PM