neuro-symbolic learning

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning AAAI 2026 Learning to Parse and Reconstruct: Bidirectional Modeling of Question-to-Program Mapping AAAI 2026 Logical Phase Transitions: Understanding Collapse in LLM Logical Reasoning ACL 2026 Neuro-Symbolic Agentic Reinforcement Learning for Long-Term Original Character Companionship and Interaction ACL 2026 Neuro-Symbolic Federated Learning over Heterogeneous Data-Views: A Structured Approach to Distributive EHR Modelling AAAI 2026 ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias AAAI 2026 Bilevel Learning for Bilevel Planning RSS 2025 BlendRL: A Framework for Merging Symbolic and Neural Policy Learning ICLR 2025 DOLPHIN: A Programmable Framework for Scalable Neurosymbolic Learning ICML 2025 From End-to-end to Step-by-step: Learning to Abstract via Abductive Reinforcement Learning IJCAI 2025 Neurosymbolic Reinforcement Learning: Playing MiniHack with Probabilistic Logic Shields AAAI 2025 Ontolearn---A Framework for Large-scale OWL Class Expression Learning in Python JMLR 2025 The American Sign Language Knowledge Graph: Infusing ASL Models with Linguistic Knowledge NAACL 2025 Accelerating UMR Adoption: Neuro-Symbolic Conversion from AMR-to-UMR with Low Supervision COLING 2024 A differentiable first-order rule learner for inductive logic programming (Abstract Reprint) IJCAI 2024 Deciphering Raw Data in Neuro-Symbolic Learning with Provable Guarantees AAAI 2024 Federated Neuro-Symbolic Learning ICML 2024 NeSyFOLD: A Framework for Interpretable Image Classification AAAI 2024 On the Independence Assumption in Neurosymbolic Learning ICML 2024 Enabling Knowledge Refinement upon New Concepts in Abductive Learning AAAI 2023 Learning to Binarize Continuous Features for Neuro-Rule Networks IJCAI 2023 NeuPSL: Neural Probabilistic Soft Logic IJCAI 2023 Neuro-Symbolic Class Expression Learning IJCAI 2023 Neuro-Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal ICML 2023 Neuro-Symbolic Learning of Answer Set Programs from Raw Data IJCAI 2023