Comprehensive Benchmark & Survey of Black Box Model Explanation Techniques 🔍
Explore the latest methods for interpreting complex AI models with this in-depth benchmarking and survey. Discover insights to enhance transparency and trust in AI systems. Visit the link for slides and detailed information.
LLMs Explained - Aggregate Intellect - AI.SCIENCE
647 views • Apr 29, 2021
About this video
For slides and more information on the paper, visit https://ai.science/e/benchmarking-and-survey-of-explanation-methods-for-black-box-models--28-04-2021-rehman
Speaker: Francesco Bodria, Francesca Naretto; Host: Muhammad Rehman Zafar
Motivation:
The widespread adoption of black-box models in Artificial Intelligence has enhanced the need for explanation methods to reveal how these obscure models reach specific
decisions. Retrieving explanations is fundamental to unveil possible biases and to resolve practical or ethical issues. Nowadays, the literature is full of methods with different explanations. This study shows a visual comparison among explanations and a quantitative benchmarking of various explainers.
Speaker: Francesco Bodria, Francesca Naretto; Host: Muhammad Rehman Zafar
Motivation:
The widespread adoption of black-box models in Artificial Intelligence has enhanced the need for explanation methods to reveal how these obscure models reach specific
decisions. Retrieving explanations is fundamental to unveil possible biases and to resolve practical or ethical issues. Nowadays, the literature is full of methods with different explanations. This study shows a visual comparison among explanations and a quantitative benchmarking of various explainers.
Video Information
Views
647
Likes
16
Duration
01:06:28
Published
Apr 29, 2021
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