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Tara Javidi

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#artificial intelligence Preprint Sep 2026

AdaKerNet: Neural Kernel Decoding for Task-Adaptive Prediction with Multimodal Large Models

AdaKerNet is introduced, a novel learnable task-adaptive neural kernel decoder that operates solely on its (frozen) rich representations obtained from the diverse available modalities and established as an effective approach for prediction from frozen multimodal representations in the scarce label regime.

Konstantinos D. Polyzos, Eleni Oikonomou, Tara Javidi · 0 citations
#machine learning Preprint Aug 2026

Enhancing Bayesian Optimization and Active Learning Through Kernel Diversity

A unified framework, KENDO (Kernel ENsemble Disagreement-aware Operator), is proposed that integrates Ensemble Gaussian Processes (EGP) with disagreement-aware acquisition strategies and extends the approach to multi-objective optimization via random scalarization that preserves the single-optimizer conditioning struct...

Heng Zhang, Hao-Tian Xiang, Konstantinos D. Polyzos et al. · 1 citation

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