最近,关于Attention是否可以解释模型的输出受到越来越多的质疑,参见"Attention is not not Explanation"[1] 和 "Attention is not not Explanation"[2]。今天,我们介绍一种更加合理并且有效的解释模型输出的方法:Integrated Gradients,出自Google 2017年的一篇论文"Axiomatic Attribution for Deep Networks"[3]。
gaussian-processesexplainable-aiintegrated-gradientsfeature-attributionsparse-approximations UpdatedJun 1, 2024 MATLAB The code for integrated gradients in torch. pythontorchintegrated-gradients UpdatedJul 2, 2022 Jupyter Notebook This repository is the code basis for the paper titled "Balancing Privacy and...
In this paper, we analyze how various augmentation techniques affect the image area that the model takes into account when classifying images. We use Integrated Gradients as a method to calculate the attribution of model's output to its input features. Integrated Gradients results are clustered to...
GetMask(x_value, baselines, call_model_function, call_model_args=None, steps=201, step_sizes=256.0, clip_min_max=[0,255]): Integrates the gradients on the GradPath, returns a saliency mask.ExamplesThis example iPython notebook showing IG2 example for attritbuting the features of ImageNet...
An efficient solubilization buffer for plant proteins focused in immobilized pH gradients Proteomics, 3 (2003), pp. 1299-1302 View in ScopusGoogle Scholar [37] M.M. Bradford A rapid and sensitive method for the quantitation of microgram of protein utilizing the principle of protein-dye binding ...
Generally, the perturbation of the local temperature and solution concentration is inevitable during the preparation of CsPbBr3single crystal by the inverse temperature crystallization (ITC) method23, which leads to the formation of CsPb2Br5defects with gradients distribution in the crystal, as shown in...
Fish communities along environmental gradients in a system of tropical streams Environ. Biol. Fish., 9 (2) (1983), pp. 117-135 View in ScopusGoogle Scholar Anton-Pardo and Adámek, 2015 M. Anton-Pardo, Z. Adámek The role of zooplankton as food in carp pond farming: a review J. Appl...
Urban−rural gradients reveal joint control of elevated CO2 and temperature on extended photosynthetic seasons. Nat. Ecol. Evol. 3, 1076–1085 (2019). Article Google Scholar Güneralp, B. et al. Global scenarios of urban density and its impacts on building energy use through 2050. Proc. ...
Integrated catalysis is an emerging methodology that can streamline the multi-step synthesis of complicated products in a single reaction vessel, achieving a high degree of control and reducing the waste and cost of an overall chemical process. Integrate
(5) and atmospheric pressuresp0, i.e.,pV↦p0, and normallyp0≈pstd. Note also that in absence inbound pressure gradients, e.g., created by capillary pressurepΘ(6) or active sourcesp(t), the center of gravity\(\bar r\)(4) of the liquid distribution Λ may only move radially ...