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q-bio.NC2024
LinBridge: A Learnable Framework for Interpreting Nonlinear Neural Encoding Models
Xiaohui Gao, Yue Cheng, Peiyang Li +7
Neural encoding of artificial neural networks (ANNs) links their computational representations to brain responses, offering insights into how the brain processes information. Curre…
cs.LG2024
LOCAL: Learning with Orientation Matrix to Infer Causal Structure from Time Series Data
Jiajun Zhang, Boyang Qiang, Xiaoyu Guo +3
Discovering the underlying Directed Acyclic Graph (DAG) from time series observational data is highly challenging due to the dynamic nature and complex nonlinear interactions betwe…