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(19 events)   Time zone: Conference local time zone  
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Tutorial
Mon Dec 07 09:00 AM -- 12:00 PM (AEDT) @ Grand BR B2/B3 None
Uncertainty Quantification: From Detecting LLM Hallucinations to Strengthening Reasoning and AI Agents
Artem Shelmanov ⋅ Ekaterina Fadeeva ⋅ Maxim Panov
Tutorial
Mon Dec 07 09:00 AM -- 12:00 PM (AEDT) @ TikTok Entertainment Center None
The Principles of Diffusion Models: Toward Fast and Scalable Diffusion LLMs
Chieh-Hsin Lai ⋅ Subham Sahoo ⋅ Stefano Ermon
Tutorial
Mon Dec 07 09:00 AM -- 12:00 PM (AEDT) @ Darling Harbour Theatre None
From Scores to Evidence: Robust Evaluation of Foundation Models
Ana Gjorgjevikj ⋅ Barbara Koroušić Seljak ⋅ Tome Eftimov
Tutorial
Mon Dec 07 09:00 AM -- 12:00 PM (AEDT) @ Pyrmont Theatre None
Multi-Objective Optimization for Modern Machine Learning: Foundations, Recent Advances, and Emerging Applications
Jia (Kevin) Liu ⋅ Chaosheng Dong ⋅ Lisha Chen ⋅ Tianyi Chen ⋅ Kaiyi Ji
Tutorial
Mon Dec 07 09:00 AM -- 12:00 PM (AEDT) @ Parkside 1 None
Three Geometric Lenses on Graph Machine Learning
Melanie Weber
Tutorial
Mon Dec 07 09:00 AM -- 12:00 PM (AEDT) @ Grand BR B1 None
Empirical Design in Reinforcement Learning for Physical AI
Adam White ⋅ Martha White ⋅ Andrew Patterson
Tutorial
Mon Dec 07 02:00 PM -- 05:00 PM (AEDT) @ Grand BR B1 None
Causal Representation Learning
Julius von Kügelgen ⋅ Francesco Locatello ⋅ Kun Zhang
Tutorial
Mon Dec 07 02:00 PM -- 05:00 PM (AEDT) @ TikTok Ent Centre None
Distilling Reasoning: From Chain-of-Thought to Agentic Capabilities in Smaller Models
Vishrav Chaudhary ⋅ Akhil Arora ⋅ Subbarao Kambhampati
Tutorial
Mon Dec 07 02:00 PM -- 05:00 PM (AEDT) @ Darling Harbour Theatre None
Neuro-Symbolic Learning in the Era of Large Language Models
Haoxuan Li ⋅ Lan-Zhe Guo ⋅ Wang-Zhou Dai
Tutorial
Mon Dec 07 02:00 PM -- 05:00 PM (AEDT) @ Pyrmont Theatre None
Formal Guarantees for Frontier AI Systems
Gagandeep Singh ⋅ Isha Chaudhary ⋅ Nalin Wadhwa
Tutorial
Mon Dec 07 02:00 PM -- 05:00 PM (AEDT) @ Parkside 1 None
Principles of Deep Representation Learning via Low-Dimensional Models
Yi Ma ⋅ Qing Qu ⋅ Peng Wang
Tutorial
Mon Dec 07 02:00 PM -- 05:00 PM (AEDT) @ Grand BR B2/B3 None
From Heuristics to Guarantees: Bandit and RL Blueprint for Reliable Agentic-AI
Aadirupa Saha ⋅ Arun Verma ⋅ Djallel Bouneffouf
Tutorial
Tue Dec 08 03:00 AM -- 06:00 AM (AEDT) @ Room C111-112 None
Towards The Science of Multi-Agent Communication
Yi Fang ⋅ Xuan Wang
Tutorial
Tue Dec 08 03:00 AM -- 06:00 AM (AEDT) @ Room C113-114 None
Towards Trustworthy Agentic AI: Interpretability, Safety, and Steering
Anshuman Chhabra ⋅ Muhao Chen ⋅ Ben Zhou
Tutorial
Tue Dec 08 03:00 AM -- 06:00 AM (AEDT) @ Room C211-213 None
Neuroevolution of Intelligent Agents
Risto Miikkulainen
Tutorial
Wed Dec 09 07:30 PM -- 10:30 PM (AEDT) None
Generative AI and Stochastic Thermodynamics: A Tale of Free Energies
Tutorial
Thu Dec 10 07:30 PM -- 09:30 PM (AEDT) None
Time Series Foundation Models in Practice: From Forecasting to Classification and EEG Analysis
Thomas Moreau ⋅ Ievgen Redko ⋅ Théo Gnassounou
Tutorial
Fri Dec 11 07:30 PM -- 10:30 PM (AEDT) None
Performance Estimation Problems: Computer-Aided and AI-Assisted Analysis and Design of First-Order Optimization Methods
Aymeric Dieuleveut ⋅ Adrien Taylor ⋅ Daniel Berg Thomsen ⋅ Baptiste Goujaud
Tutorial
Fri Dec 11 11:00 PM -- 02:00 AM (AEDT) None
Economics of Generative AI
Stratis Tsirtsis ⋅ Manuel Rodriguez ⋅ Ander Artola Velasco ⋅ Roland Rathelot ⋅ Ole Teutloff ⋅ Ana-Andreea Stoica