From the 1 of 37 linked papers with an AI index.
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cs.LG2026
Matrix Zonotopic Attention: A Context-Adaptive Value Projection for Set Transformers
Zhen Zhang, Amr Alanwar
Multi-head attention combines an input-dependent softmax routing with an input-independent linear value projection, so the per-sample operator mapping aggregated values to outputs…
cs.LG2026
Hybrid Probabilistic Zonotopes for Identifiable and Refinable Predictive Uncertainty
Zhen Zhang, Amr Alanwar
Probabilistic prediction heads in neural networks typically output either a Gaussian mixture or a single conformal region. Neither separates the distinct sources of uncertainty oft…