Tag: explainable AI
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Neuron-Based Rule Extraction for Explainable Large Language Models
Discover MechaRule, a novel neuron-anchored method that improves rule extraction and interpretability in large language models for explainable AI.
GeoDecider: Explainable Coarse-to-Fine Lithology Classification
Discover GeoDecider, a multi-stage workflow enhancing accuracy and explainability in lithology classification with expert-like geological reasoning.
Agentopic: Explainable AI Workflow for Advanced Topic Modeling
Discover Agentopic, a generative AI workflow enhancing transparency and accuracy in topic modeling with explainable results and hierarchical grouping.
Efficient Probabilistic Value Estimation with EASE Method
Discover EASE, a novel estimator improving first-order efficiency in probabilistic value estimation for explainable AI and data valuation.
Causality Solves Trustworthy AI Invariance Conflicts
Explore how causality addresses invariance conflicts to enhance fairness, robustness, and transparency in trustworthy AI systems.