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cs.LG2025
DeepFaith: A Domain-Free and Model-Agnostic Unified Framework for Highly Faithful Explanations
Yuhan Guo, Lizhong Ding, Shihan Jia +6
Explainable AI (XAI) builds trust in complex systems through model attribution methods that reveal the decision rationale. However, due to the absence of a unified optimal explanat…
cs.LG2025
SchoenbAt: Rethinking Attention with Polynomial basis
Yuhan Guo, Lizhong Ding, Yuwan Yang +1
Kernelized attention extends the attention mechanism by modeling sequence correlations through kernel functions, making significant progresses in optimizing attention. Under the gu…
cs.LG2024
Macformer: Transformer with Random Maclaurin Feature Attention
Yuhan Guo, Lizhong Ding, Ye Yuan +1
Random feature attention (RFA) adopts random fourier feature (RFF) methods to approximate the softmax function, resulting in a linear time and space attention mechanism that enable…