{"task":"Image Classification","dataset":"CUB","metric_names":["Classification Accuracy","Explanation Accuracy","Explanation complexity","Explanation extraction time"],"rows":[{"id":66509,"task":"Image Classification","parent_task":null,"dataset":"CUB","model_name":"Entropy-based Logic Explained Network","metrics":{"Classification Accuracy":"0.9295","Explanation Accuracy":"95.24","Explanation complexity":"3.74","Explanation extraction time":"171.87"},"paper_url":"https://arxiv.org/abs/2106.06804v4","paper_title":"Entropy-based Logic Explanations of Neural Networks","paper_date":"2021-06-12","code_links":[{"title":"pietrobarbiero/pytorch_explain","url":"https://github.com/pietrobarbiero/pytorch_explain"},{"title":"pietrobarbiero/logic_explainer_networks","url":"https://github.com/pietrobarbiero/logic_explainer_networks"},{"title":"pietrobarbiero/entropy-lens","url":"https://github.com/pietrobarbiero/entropy-lens"}],"metrics_order":"[\"Classification Accuracy\", \"Explanation Accuracy\", \"Explanation complexity\", \"Explanation extraction time\"]","area":"Adversarial","uses_additional_data":0,"source":"archive","tags":[]},{"id":66510,"task":"Image Classification","parent_task":null,"dataset":"CUB","model_name":"$\\psi$ network","metrics":{"Classification Accuracy":"0.9192","Explanation Accuracy":"76.1","Explanation complexity":"15.96","Explanation extraction time":"3707.29"},"paper_url":"https://arxiv.org/abs/2106.06804v4","paper_title":"Entropy-based Logic Explanations of Neural Networks","paper_date":"2021-06-12","code_links":[{"title":"pietrobarbiero/pytorch_explain","url":"https://github.com/pietrobarbiero/pytorch_explain"},{"title":"pietrobarbiero/logic_explainer_networks","url":"https://github.com/pietrobarbiero/logic_explainer_networks"},{"title":"pietrobarbiero/entropy-lens","url":"https://github.com/pietrobarbiero/entropy-lens"}],"metrics_order":"[\"Classification Accuracy\", \"Explanation Accuracy\", \"Explanation complexity\", \"Explanation extraction time\"]","area":"Adversarial","uses_additional_data":0,"source":"archive","tags":[]},{"id":66511,"task":"Image Classification","parent_task":null,"dataset":"CUB","model_name":"Bayesian Rule List","metrics":{"Classification Accuracy":"0.9079","Explanation Accuracy":"96.02","Explanation complexity":"8.87","Explanation extraction time":"264678.29"},"paper_url":"https://arxiv.org/abs/2106.06804v4","paper_title":"Entropy-based Logic Explanations of Neural Networks","paper_date":"2021-06-12","code_links":[{"title":"pietrobarbiero/pytorch_explain","url":"https://github.com/pietrobarbiero/pytorch_explain"},{"title":"pietrobarbiero/logic_explainer_networks","url":"https://github.com/pietrobarbiero/logic_explainer_networks"},{"title":"pietrobarbiero/entropy-lens","url":"https://github.com/pietrobarbiero/entropy-lens"}],"metrics_order":"[\"Classification Accuracy\", \"Explanation Accuracy\", \"Explanation complexity\", \"Explanation extraction time\"]","area":"Adversarial","uses_additional_data":0,"source":"archive","tags":[]},{"id":66512,"task":"Image Classification","parent_task":null,"dataset":"CUB","model_name":"Decision Tree","metrics":{"Classification Accuracy":"0.8162","Explanation Accuracy":"89.36","Explanation complexity":"45.92","Explanation extraction time":"8.1"},"paper_url":"https://arxiv.org/abs/2106.06804v4","paper_title":"Entropy-based Logic Explanations of Neural Networks","paper_date":"2021-06-12","code_links":[{"title":"pietrobarbiero/pytorch_explain","url":"https://github.com/pietrobarbiero/pytorch_explain"},{"title":"pietrobarbiero/logic_explainer_networks","url":"https://github.com/pietrobarbiero/logic_explainer_networks"},{"title":"pietrobarbiero/entropy-lens","url":"https://github.com/pietrobarbiero/entropy-lens"}],"metrics_order":"[\"Classification Accuracy\", \"Explanation Accuracy\", \"Explanation complexity\", \"Explanation extraction time\"]","area":"Adversarial","uses_additional_data":0,"source":"archive","tags":[]}]}