Artificial Intelligence · Computer Science
Modular Design Patterns for Hybrid Learning and Reasoning Systems: a taxonomy, patterns and use cases
Michael van Bekkum, Maaike de Boer, Frank van Harmelen, André Meyer-Vitali +1
2021-03-26
Numerical Analysis · Mathematics
Extending h adaptivity with refinement patterns
Giovane Avancini, Nathan Shauer, Francisco T. Orlandini, Paulo Cesar A. Lucci +1
2024-05-01
Artificial Intelligence · Computer Science
Learning and analyzing vector encoding of symbolic representations
Roland Fernandez, Asli Celikyilmaz, Rishabh Singh, Paul Smolensky
2018-03-13
Machine Learning · Computer Science
On The Specialization of Neural Modules
Devon Jarvis, Richard Klein, Benjamin Rosman, Andrew M. Saxe
2024-09-24
Artificial Intelligence · Computer Science
Language Models Refine Mechanical Linkage Designs Through Symbolic Reflection and Modular Optimisation
João Pedro Gandarela, Thiago Rios, Stefan Menzel, André Freitas
2026-05-01
Computation and Language · Computer Science
Structural Reformation of Large Language Model Neuron Encapsulation for Divergent Information Aggregation
Denis Bakushev, Gideon Boultinghouse, Harriet Oppenheimer, Sebastian Gillingwater +2
2025-08-11
Computation and Language · Computer Science
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks
Yixuan Weng, Minjun Zhu, Fei Xia, Bin Li +3
2024-03-12
Artificial Intelligence · Computer Science
Refining Manually-Designed Symbol Grounding and High-Level Planning by Policy Gradients
Takuya Hiraoka, Takashi Onishi, Takahisa Imagawa, Yoshimasa Tsuruoka
2018-10-02
Software Engineering · Computer Science
Neurosymbolic Architectural Reasoning: Towards Formal Analysis through Neural Software Architecture Inference
Steffen Herbold, Christoph Knieke, Andreas Rausch, Christian Schindler
2025-03-21
Artificial Intelligence · Computer Science
Mapping the Neuro-Symbolic AI Landscape by Architectures: A Handbook on Augmenting Deep Learning Through Symbolic Reasoning
Jonathan Feldstein, Paulius Dilkas, Vaishak Belle, Efthymia Tsamoura
2024-10-30
Computation and Language · Computer Science
Exploring End-to-End Differentiable Natural Logic Modeling
Yufei Feng, Zi'ou Zheng, Quan Liu, Michael Greenspan +1
2020-11-11
Programming Languages · Computer Science
Refinement Reflection: Complete Verification with SMT
Niki Vazou, Anish Tondwalkar, Vikraman Choudhury, Ryan G. Scott +3
2019-07-16