Foundations of Interpretable Deep Learning
- Pietro Barbiero
- Mateo Espinosa Zarlenga
- 2026
- AAAI 2026
Publications
315 results for Neuro-symbolic AI
SOFAI-LM: A Cognitive Architecture for Building Efficient and Reliable Reasoning Systems with LLMs
- Vedant Khandelwal
- Francesca Rossi
- et al.
- 2026
- AAAI 2026
Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts
- Andrea Pugnana
- Riccardo Massidda
- et al.
- 2025
- NeurIPS 2025
Meta-D2AG: Causal Graph Learning with Interventional Dynamic Data
- Tian Gao
- Songtao Lu
- et al.
- 2025
- NeurIPS 2025
Causally Reliable Concept Bottleneck Models
- Giovanni De Felice
- Arianna Casanova Flores
- et al.
- 2025
- NeurIPS 2025
I-RAVEN-X: Benchmarking Generalization and Robustness of Analogical and Mathematical Reasoning in Large Language and Reasoning Models
- 2025
- NeurIPS 2025
Specifying exact circuit algorithms in universal transformers
- Taku Ito
- Ruchir Puri
- et al.
- 2025
- NeurIPS 2025
Scaling LLM Planning: NL2FLOW for Parametric Problem Generation and Rigorous Evaluation
- Jung koo Kang
- 2025
- NeurIPS 2025
Hamiltonian Monte Carlo with asymmetrical momentum distributions
- Soumyadip Ghosh
- Yingdong Lu
- et al.
- 2025
- Physica D: Nonlinear Phenomena
A Zero-Shot Neuro-Symbolic Approach for Complex Knowledge Graph Question Answering
- Prerna Agarwal
- Srikanta Bedathur
- 2025
- EMNLP 2025