| 2022 | CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning. Adam Dahlgren Lindström, Savitha Sam Abraham |
| 2022 | Combining Fast and Slow Thinking for Human-like and Efficient Decisions in Constrained Environments. Marianna Bergamaschi Ganapini, Murray Campbell, Francesco Fabiano, Lior Horesh, Jonathan Lenchner, Andrea Loreggia, Nicholas Mattei, Francesca Rossi, Biplav Srivastava, K. Brent Venable |
| 2022 | Differentiable Rule Induction with Learned Relational Features. Remy Kusters, Yusik Kim, Marine Collery, Christian de Sainte Marie, Shubham Gupta |
| 2022 | ESC-Rules: Explainable, Semantically Constrained Rule Sets. Martin Glauer, Robert West, Susan Michie, Janna Hastings |
| 2022 | From Subsymbolic to Symbolic: A Blueprint for Investigation. Joseph Pober, Michael Luck, Odinaldo Rodrigues |
| 2022 | Grounding LTLf Specifications in Images. Elena Umili, Roberto Capobianco, Giuseppe De Giacomo |
| 2022 | Knowledge-based Analogical Reasoning in Neuro-symbolic Latent Spaces. Vishwa Shah, Aditya Sharma, Gautam Shroff, Lovekesh Vig, Tirtharaj Dash, Ashwin Srinivasan |
| 2022 | Learning Proof Path Selection Policies in Neural Theorem Proving. Matthew Morris, Pasquale Minervini, Phil Blunsom |
| 2022 | Logic Tensor Networks for Top-N Recommendation. Tommaso Carraro, Alessandro Daniele, Fabio Aiolli, Luciano Serafini |
| 2022 | Modular Design Patterns for Neural-symbolic Integration: Refinement and Combination. Till Mossakowski |
| 2022 | Multi-Step Deductive Reasoning Over Natural Language: An Empirical Study on Out-of-Distribution Generalisation. Qiming Bao, Alex Yuxuan Peng, Tim Hartill, Neset Tan, Zhenyun Deng, Michael Witbrock, Jiamou Liu |
| 2022 | Neural Analogical Reasoning. Atharv Sonwane, Abhinav Lalwani, Sweta Mahajan, Gautam Shroff, Lovekesh Vig |
| 2022 | Proceedings of the 16th International Workshop on Neural-Symbolic Learning and Reasoning as part of the 2nd International Joint Conference on Learning & Reasoning (IJCLR 2022), Cumberland Lodge, Windsor Great Park, UK, September 28-30, 2022. Artur S. d'Avila Garcez, Ernesto Jiménez-Ruiz |
| 2022 | Propositional Reasoning via Neural Transformer Language Models. Oscar J. Romero, Anthony Tomasic, Aaron Steinfeld, John Zimmerman |
| 2022 | Towards Educating Artificial Neural Systems. Simon Colton |
| 2022 | Visual Sudoku Puzzle Classification: A Suite of Collective Neuro-Symbolic Tasks. Eriq Augustine, Connor Pryor, Charles Dickens, Jay Pujara, William Yang Wang, Lise Getoor |