notesum.ai

Published at November 19

DLBacktrace: A Model Agnostic Explainability for any Deep Learning Models

cs.AI

cs.CL

Released Date: November 19, 2024

Authors: Vinay Kumar Sankarapu¹, Chintan Chitroda¹, Yashwardhan Rathore¹, Neeraj Kumar Singh¹, Pratinav Seth¹

Aff.: ¹AryaXAI

Arxiv: http://arxiv.org/abs/2411.12643v1

Refer to caption

Method	MPRT (↓)					Complexity (↓)
Method	Mean	fc1	fc2	fc3	fc4	Complexity (↓)
LIME	0.933	0.934	0.933	0.933	0.933	2.57
SHAP	0.684	0.718	0.65	0.699	0.669	1.234
Backtrace	0.562	0.579	0.561	0.557	0.552	2.201