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DashAI No-Code XAI User Study

DashAI introduces a human-centered XAI module integrating PDP, PFI, and KernelSHAP for no-code ML users. A study with 20 novices and experts showed high task success and usefulness for novices. Explanations boosted trust, especially among beginners.

ArXiv AIResearch•Feb 13#research#dashai#xai-module

NAEs Balance Interpretability and Accuracy

Neural Additive Experts use mixture-of-experts per feature with context-gated integration for flexible additivity. Targeted regularization ensures smooth transitions from additive to interactive models. Outperforms on accuracy while preserving feature explanations.

ArXiv AIResearch•Feb 12#research#nae#v1