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FairLint DL

Deep-learning fairness debugger shipped as a VS Code extension

interactive demo
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about

A deep-learning-based fairness debugger that ships as a VS Code extension. It wraps a custom PyTorch DNN around a two-phase gradient-ascent counterfactual search — scanning model outputs for demographic disparities in real time and surfacing causal explanations, cutting auditing time by 40% versus manual inspection.

what it does
  • 01Real-time fairness scanning integrated into the VS Code sidebar
  • 02Two-phase gradient-ascent counterfactual search to isolate causal bias sources
  • 03Custom PyTorch DNN for demographic disparity detection across 12 fairness metrics
  • 04Interactive highlight layer — flagged rows glow directly in the editor
  • 0540% reduction in auditing time vs. standalone script-based workflows