Under Review

This page lists all submissions to Neurosymbolic Artificial Intelligences, which are under review.

Tracking # Title Updated Comments
1019-2057 Pair-Valued Deontic Semantics and Rule-Regularised Learning from Conflicting Norms 02/Nov/2026 0
1018-2056 Expressiveness, execution, and lifted recurrent closure in neurosymbolic intervention logic 02/Nov/2026 0
942-1965 Neuro-symbolic AI for Predictive Maintenance (PdM) - review and recommendations 02/Nov/2026 0
1020-2058 Operability: On the Conditions for Epistemic Appropriation in LLMs 01/Nov/2026 0
1015-2052 THEIA: Learning Complete Kleene Three-Valued Logic in a Pure-Neural Modular Architecture 01/Nov/2026 0
1001-2037 The Geometry of Steering Failure: Capability Cliffs and Attractor Freezing in LLM Representation Engineering 01/Nov/2026 0
1022-2061 Core-LLM-Bench: A Controlled Neurosymbolic Benchmark for Ontology-Grounded Reasoning in Large Language Models 01/Nov/2026 0
937-1960 A Survey on Neuro-Symbolic Auditing: A Framework for Verification, Traceability, and Correction in High-Stakes AI 31/Oct/2026 0
998-2034 A Scoping Review of Neurosymbolic Reasoning over Ontologies and Knowledge Graphs: System Categorization, Datasets, Evaluation Practices, and Open Challenges 31/Oct/2026 0
1006-2042 TaxBridge-Bench: A Neurosymbolic Benchmark for Spreadsheet-to-Ledger Reasoning in Tax Compliance 31/Oct/2026 0
1011-2047 Incorporating Token Usage into Prompting Strategy Evaluation 31/Oct/2026 0
997-2032 A Neurosymbolic Benchmark for Temporal Knowledge-Graph Memory in Partially Observable Environments 30/Oct/2026 0
1021-2060 Enforcing Interpretability using Concept Bottleneck Transformer Layers for Time Series 30/Oct/2026 0
999-2035 Mapping the Neuro-Symbolic AI Landscape by Architectures: A Handbook on Augmenting Deep Learning Through Symbolic Reasoning 30/Oct/2026 0
1008-2044 The Operator Intelligence Benchmark: Domain Construction, Constraint Contraction, and Certified Solution Emergence in Neurosymbolic AI 30/Oct/2026 0
1017-2055 A Trust-Centric Neuro-Symbolic Architecture for Verifiable Large Language Model Claims 29/Oct/2026 0
1013-2049 Causal-Proof Guided Learning and Certification for Fairness in ML Classifiers 29/Oct/2026 0
1004-2040 ReasonX: Declarative Reasoning on Explanations 29/Oct/2026 0
938-1961 Differentiable Logic Synthesis: Spectral Coefficient Selection via Sinkhorn-Constrained Composition 29/Oct/2026 0
964-1993 GRAIL: Autonomous Concept Grounding for Neuro-Symbolic Reinforcement Learning 29/Oct/2026 0
1007-2043 Integrating Neurosymbolic Systems in Advanced Product Design: A Comprehensive Review 24/Oct/2026 0
1016-2053 Premise Consistency and Potential Misalignments in Neurosymbolic Reasoning: A Benchmark Analysis and a LEAN-based First-Order Consistency Safeguard for Elementary Probability 10/Oct/2026 0
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