Compositional Generalization

Preprint

• Ito, T., Cocchi, L., Klinger, T., Ram, P., Campbell, M., Hearne, L. (2024) The Importance of Positional Encoding Initialization in Transformers for Relational Reasoning. arXiv

• Klinger, T., Liu, Q., Dan, S., Crouse, M., Ram, P., and Gray, A. G. (2023) Compositional Program Generation for Few-shot Systematic Generalization. arXiv

Conference

• Ram, P., Klinger, T., and Gray, A. G. (2024) What makes a Model Compostional? A Theoretical View. To appear in International Joint Conference on Artificial Intelligence (IJCAI). arxiv

Workshop

• Ram, P., Klinger, T., and Gray, A. G. (2024) What makes a Model Compostional? A Neuro-Symbolic Theoretical View. *IJCAI 2024 workshop on Logical Foundations for Neuro-Symbolic Artificial Intelligence (LNSAI). arxiv

• Ram, P., Klinger, T., and Gray, A. G. (2023) How Compositional is a Model? International Joint Conference on Artificial Intelligence 2023 Workshop on Knowledge-Based Compositional Generalization. paper slides

• Klinger, T., Liu, Q., Crouse, M., Dan, S., Ram, P., & Gray, A. G. (2023) Compositional Program Generation for Systematic Generalization. International Joint Conference on Artificial Intelligence 2023 Workshop on Knowledge-Based Compositional Generalization. paper