repoGitHubTrust 82 · PrimaryPublished 3d agoLive · 3d ago
explainX/explainx
Explain & debug any blackbox machine learning model with a single line of code.
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 55%ExplAIner: A Declarative Query Language for Explaining Classification Models →
- PossiblePossibly related (embedding) · 54%Steering Neural Network Training through Interpretable Constraints Based on Partial Dependence →
- PossiblePossibly related (embedding) · 52%All Explanations are Wrong, But Many Are Useful: Exploring the Rashomon Explanation Set with Large Language Models →
- PossiblePossibly related (embedding) · 50%AgentTrace →
- PossiblePossibly related (embedding) · 46%Scientific Explanations in Health Sciences: Causality, Trust, and Epistemic Adequacy →
- PossiblePossibly related (embedding) · 48%Evaluating RE Practices for Explainability: Synthesizing Insights from Daimler Truck into an Explainable RE Framework Proposal →
Implements
paperExplAIner: A Declarative Query Language for Explaining Classification ModelspaperSteering Neural Network Training through Interpretable Constraints Based on Partial DependencepaperAll Explanations are Wrong, But Many Are Useful: Exploring the Rashomon Explanation Set with Large Language ModelspaperScientific Explanations in Health Sciences: Causality, Trust, and Epistemic Adequacy
Related to
Implements (incoming)
Related across the graph
paperSteering Neural Network Training through Interpretable Constraints Based on Partial DependencepaperExplAIner: A Declarative Query Language for Explaining Classification ModelspaperAll Explanations are Wrong, But Many Are Useful: Exploring the Rashomon Explanation Set with Large Language ModelspaperEvaluating RE Practices for Explainability: Synthesizing Insights from Daimler Truck into an Explainable RE Framework ProposalpaperScientific Explanations in Health Sciences: Causality, Trust, and Epistemic AdequacytoolAgentTrace
