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Xintao Hu

3 accepted papers

2025

Jacobian-Based Interpretation of Nonlinear Neural Encoding Model

NeurIPS 2025spotlight

In recent years, the alignment between artificial neural network (ANN) embeddings and blood oxygenation level dependent (BOLD) responses in functional magnetic resonance imaging (fMRI) via neural encoding models has significantly advanced research on neural representation mechanisms and interpretabi…

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2023

Coupling Artificial Neurons in BERT and Biological Neurons in the Human Brain

AAAI 2023technical

Linking computational natural language processing (NLP) models and neural responses to language in the human brain on the one hand facilitates the effort towards disentangling the neural representations underpinning language perception, on the other hand provides neurolinguistics evidence to evaluat…

2023

Fine-grained Artificial Neurons in Audio-transformers for Disentangling Neural Auditory Encoding

ACL 2023findings

The Wav2Vec and its variants have achieved unprecedented success in computational auditory and speech processing. Meanwhile, neural encoding studies that integrate the superb representation capability of Wav2Vec and link those representations to brain activities have provided novel insights into a f…