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eess.IV2026
Stochastic Finite-Transition Learning and Exploration for Accelerated MRI Reconstruction
Muhammad Usama Mirza, Esin Öztürk Işık, Tolga Çukur
Generative MRI reconstruction maps an initial source distribution to the target image distribution along a learned recovery trajectory. Common generative methods, such as diffusion…
eess.SP2026
NeuroSSM: Multiscale Differential State-Space Modeling for Context-Aware fMRI Analysis
Furkan Genç, Boran İsmet Macun, Sait Sarper Özaslan +2
Accurate fMRI analysis requires sensitivity to temporal structure across multiple scales, as BOLD signals encode cognitive processes that emerge from fast transient dynamics to slo…