Author

Binod Bhattarai

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Jul 2026

Naming the Concepts Classifiers Rely On: Language-Anchored Decomposition for Faithful Explanation

Across natural-image, scene, and medical-imaging benchmarks, LAD produces spatially precise explanations that are decision-relevant under both concept insertion and deletion, while uniquely providing stable, human-interpretable concept names.

Ahsan Habib Akash, Dipkamal Bhusal, Stacey Jones et al. · arXiv.org · 0 citations

Preprint Jul 2026

ProMoE-FL: Prototype-conditioned Mixture of Experts for Multimodal Federated Learning with Missing Modalities

ProMoE-FL, a Prototype-conditioned Mixture-of-Experts framework for robust missing-modality feature synthesis in multimodal federated learning with missing modality, builds a global client-aware prototype bank that captures clinically meaningful modality priors across institutions.

Aavash Chhetri, Bibek Niroula, Eduard Vazquez et al. · 0 citations