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

2.2k citations

Showing 2024Show all

10 papers · 1 filter

q-bio.NC2024★ 4 cited

Diverging network architecture of the connectome and signaling network

Sophie Dvali, Caio Seguin, Richard Betzel +1

The connectome describes the complete set of synaptic contacts through which neurons communicate. While the architecture of the connectome has been extensivel…

q-bio.NC2024★ 2 cited

Identifying the impact of local connectivity patterns on dynamics in excitatory-inhibitory networks

Yuxiu Shao, David Dahmen, Stefano Recanatesi +2

Networks of excitatory and inhibitory (EI) neurons form a canonical circuit in the brain. Seminal theoretical results on dynamics of such networks are based on the assumption that…

physics.med-ph2024

AutoSimTTF: A Fully Automatic Pipeline for Electric Field Simulation and Treatment Planning of Tumor Treating Fields

Minmin Wang, Xu Xie, Zhengbo Fan +5

Objective: Tumor Treating Fields (TTFields) is an emerging approach for cancer therapy that inhibits tumor cell proliferation by applying alternating electric fields (EF) of interm…

q-bio.NC2024★ 4 cited

Hyperbolic embedding of brain networks detects regions disrupted by neurodegeneration in Alzheimer's disease

Alice Longhena, Martin Guillemaud, Fabrizio De Vico Fallani +2

Graph theoretical methods have proven valuable for investigating alterations in both anatomical and functional brain connectivity networks during Alzheimer's disease (AD). Recent s…

cs.CV2024

Understanding Visual Feature Reliance through the Lens of Complexity

Thomas Fel, Louis Bethune, Andrew Kyle Lampinen +2

Recent studies suggest that deep learning models inductive bias towards favoring simpler features may be one of the sources of shortcut learning. Yet, there has been limited focus…

q-bio.NC2024★ 2 cited

Brain states analysis of EEG predicts multiple sclerosis and mirrors disease duration and burden

István Mórocz, Mojtaba Jouzizadeh, Amir H. Ghaderi +4

Background: Any treatment of multiple sclerosis should preserve mental function, considering how cognitive deterioration interferes with quality of life. However, mental assessment…