| 2021 | A New Concept for Explaining Graph Neural Networks. Anna Himmelhuber, Sonja Zillner, Stephan Grimm, Martin Ringsquandl, Mitchell Joblin, Thomas A. Runkler |
| 2021 | An Insect-Inspired Randomly, Weighted Neural Network with Random Fourier Features For Neuro-Symbolic Relational Learning. Jinyung Hong, Theodore P. Pavlic |
| 2021 | Backpropagating through Markov Logic Networks. Patrick Betz, Mathias Niepert, Pasquale Minervini, Heiner Stuckenschmidt |
| 2021 | Coherent and Consistent Relational Transfer Learning with Auto-encoders. Harald Strömfelt, Luke Dickens, Artur S. d'Avila Garcez, Alessandra Russo |
| 2021 | Elite BackProp: Training Sparse Interpretable Neurons. Theodoros Kasioumis, Joe Townsend, Hiroya Inakoshi |
| 2021 | Explainable Diabetic Retinopathy Classification Based on Neural-Symbolic Learning. Se-In Jang, Michael J. A. Girard, Alexandre H. Thiéry |
| 2021 | Extending Real Logic with Aggregate Functions. Samy Badreddine, Michael Spranger |
| 2021 | Learning Arithmetic from Handwritten Images with the Aid of Symbols. Daniel L. Silver, Ahmed Galila |
| 2021 | Neural Semirings. Pedro Zuidberg Dos Martires |
| 2021 | Neuro-Symbolic Constraint Programming for Structured Prediction. Paolo Dragone, Stefano Teso, Andrea Passerini |
| 2021 | Proceedings of the 15th International Workshop on Neural-Symbolic Learning and Reasoning as part of the 1st International Joint Conference on Learning & Reasoning (IJCLR 2021), Virtual conference, October 25-27, 2021. Artur S. d'Avila Garcez, Ernesto Jiménez-Ruiz |
| 2021 | RecT: A Recursive Transformer Architecture for Generalizable Mathematical Reasoning. Rohan Deshpande, Jerry Chen, Isabelle Lee |
| 2021 | Using Neural Networks to Control Glut in the Active Logic Machine. Justin D. Brody, Bobby Austin, Omar Khater, Christopher Maxey, Matthew D. Goldberg, Timothy Clausner, Darsana Josyula, Don Perlis |
| 2021 | Zero-shot Multi-Domain Dialog State Tracking Using Prescriptive Rules. Edgar Altszyler, Pablo Brusco, Nikoletta Basiou, John Byrnes, Dimitra Vergyri |
| 2021 | pix2rule: End-to-end Neuro-symbolic Rule Learning. Nuri Cingillioglu, Alessandra Russo |