| 9-9:05 | Introduction | |
| 9:05-9:50 | Keynote: Model-based ML: Towards Causal Reasoning in an AI Scientist | Yoshua Bengio |
| 9:50-10:05 | Contributed Talk: A Confidence-based Multipath Neural-symbolic Approach for Visual Question Answering | Yajie Bao, Tianwei Xing, and Xun Chen (virtual) |
| 10:05-10:20 | Contributed Talk: Model-free Causal Reinforcement Learning with Causal Diagrams | Junkyu Lee, Tian Gao, Elliot Nelson, Miao Liu, and Debarun Bhattacharjya |
| 10:20-10:35 | Contributed Talk: Pre-Trained Embeddings for Enhancing Multi-Hop Reasoning | Martin Drancé, Fleur Mougin, Akka Zemmari, and Gayo Diallo (virtual) |
| 10:35-11:00 | Poster Session + Coffee Break | |
| 11:00-11:15 | Contributed Talk: Multi-Source Knowledge-Based Hybrid Neural Framework for Time Series Representation Learning | Sagar Srinivas Sakhinana, Krishna Sai Sudhir Aripirala, Shivam Gupta, and Venkataramana Runkana |
| 11:15-12:00 | Keynote: (Formal) Languages Help AI agents Learn and Reason | Sheila McIlraith |
| 12:00-12:15 | Contributed Talk: How Compositional is a Model? | Parikshit Ram, Tim Klinger, and Alexander G. Gray |
| 12:15-12:30 | Contributed Talk: Probing Reasoning of Language Models with Inductive In-Context Learning | Iordanis Fostiropoulos, and Laurent Itti |
| 12:30-12:45 | Contributed Talk: Compositional Program Generation for Compositional Generalization | Tim Klinger, Qi Liu, Maxwell Crouse, Soham Dan, Parikshit Ram, and Alexander G. Gray |
| 12:45-14:00 | Lunch Break | |
| 14:00-14:30 | Invited Talk: Compositional Bandits | Raphaël Féraud |
| 14:30-15:00 | Invited Talk | Francesca Rossi |
| 15:00-15:15 | Contributed Talk: ComplexWorld: A Large Language Model-based Interactive Fiction Learning Environment for Text-based Reinforcement Learning Agents | Shreyas Basavatia, Shivam Ratnakar, and Keerthiram Murugesan |
| 15:15-15:30 | Contributed Talk: Learning Compositional Hierarchies using Curriculum Learning for Compositional Generalization | Adam Dahlgren |
| 15:30-16:00 | Poster Session + Coffee Break | |
| 16:30-17:00 | Invited Talk | Dileep George |
| 17:00-17:30 | Invited Talk | Alexander Gray |
| 17:30-17:40 | Closing | |