11h ago
On the Existence of an Inverse Solution for Preference-Based Reductions in Argumentation
★★★★★
significance 2/5
The paper investigates the inverse problem of determining if a preference relation exists for a given argumentation graph and labeling. It explores how preference-based reductions can be used in fields like preference elicitation and explainability, showing that the problem is solvable in polynomial time for most common reductions.
Why it matters
Computational efficiency in preference elicitation provides a theoretical foundation for more reliable and explainable human-AI alignment processes.
Tags
#argumentation frameworks #preference elicitation #explainability #computational complexityRelated coverage
- Global South OpportunitiesPivotal Research Fellowship 2026 (Q3): AI Safety Research Opportunity - Global South Opportunities
- arXiv cs.AIAn Intelligent Fault Diagnosis Method for General Aviation Aircraft Based on Multi-Fidelity Digital Twin and FMEA Knowledge Enhancement
- arXiv cs.AIPExA: Parallel Exploration Agent for Complex Text-to-SQL
- arXiv cs.AIThe Power of Power Law: Asymmetry Enables Compositional Reasoning
- arXiv cs.AITowards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction