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20092026
most citedInterpretable machine learning: definitions, methods, and applications

2.2k citations

Showing 2025Show all

6 papers · 1 filter

cs.CE2025

Fitting Reinforcement Learning Model to Behavioral Data under Bandits

Hao Zhu, Jasper Hoffmann, Baohe Zhang +1

We consider the problem of fitting a reinforcement learning (RL) model to some given behavioral data under a multi-armed bandit environment. These models have received much attenti…

cs.SI2025

Hyperbolic embedding of multilayer networks

Martin Guillemaud, Vera Dinkelacker, Mario Chavez

Multilayer networks offer a powerful framework for modeling complex systems across diverse domains, effectively capturing multiple types of connections and interdependent subsystem…

eess.IV2025★ 1 cited

Highly Undersampled MRI Reconstruction via a Single Posterior Sampling of Diffusion Models

Jin Liu, Qing Lin, Zhuang Xiong +7

Incoherent k-space undersampling and deep learning-based reconstruction methods have shown great success in accelerating MRI. However, the performance of most previous methods will…

cs.RO2025

Learning Scene-Level Signed Directional Distance Function with Ellipsoidal Priors and Neural Residuals

Zhirui Dai, Hojoon Shin, Yulun Tian +2

Dense reconstruction and differentiable rendering are fundamental tightly connected operations in 3D vision and computer graphics. Recent neural implicit representations demonstrat…

stat.ME2025★ 1 cited

Efficient Inference in First Passage Time Models

Sicheng Liu, Alexander Fengler, Michael J. Frank +1

First passage time models describe the time it takes for a random process to exit a region of interest and are widely used across various scientific fields. Fast and accurate numer…

eess.IV2025★ 4 cited

Fourier-Based 3D Multistage Transformer for Aberration Correction in Multicellular Specimens

Thayer Alshaabi, Daniel E. Milkie, Gaoxiang Liu +17

High-resolution tissue imaging is often compromised by sample-induced optical aberrations that degrade resolution and contrast. While wavefront sensor-based adaptive optics (AO) ca…