Methods › General › Interpretability › CDEP

Contextual Decomposition Explanation Penalization

CDEP

2 papers tagged archive 2025-07-28

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Contextual Decomposition Explanation Penalization (CDEP) is a method which leverages existing explanation techniques for neural networks in order to prevent a model from learning unwanted relationships and ultimately improve predictive accuracy. Given particular importance scores, CDEP works by allowing the user to directly penalize importances of certain features, or interactions. This forces the neural network to not only produce the correct prediction, but also the correct explanation for that prediction

Source: Interpretations are useful: penalizing explanations to...See Code · laura-rieger/deep-explanation-penalization

Papers archive 2025-07-28

2 shown of 2, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models
22 Mar 2023 · 1 repository · arXiv:2303.12641
Interpretations are useful: penalizing explanations to align neural networks with prior knowledge
30 Sep 2019 · 4 repositories · arXiv:1909.13584

Syntology ran 4 of 4 samples · 0 unverified

Tasks archive 2025-07-28

5 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Age Estimation	1
Decision Making	1
Deep Learning	1
Explainable Artificial Intelligence (XAI)	1
Explainable artificial intelligence	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (2 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Interpretability

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections