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#model-interpretation

Stable and Faithful Explanations for Knowledge Tracing

arXiv cs.LG ↗ · 2026-09-25 Cached

This paper presents a validation protocol for knowledge tracing models, evaluating predictive performance and the stability and faithfulness of explanations using XGBoost and deep learning baselines on ASSISTments datasets.

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#model-interpretation

Opening the Black Box with a Zero Parameter Model

Reddit r/artificial ↗ · 2026-07-15

A novel approach to model interpretability using a zero-parameter model that opens the black box of complex AI systems without requiring additional training or parameters.

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