论文地址:Meta-learners for Estimating HeterogeneousTreatment Effects using Machine Learning 摘要 在实验和观察性研究中, 异质化的treatment的评估和分析受到了人们越来越多的关注。我们描述一些元算法,他们可以利用机器学习和统计学中的任何监督学习或者回归方法来评估条件处理效应( Conditional Average Treatment E...
Motivated by a generalized formulation of gradient-based meta-learning, we propose a formulation that uses Transformers as hypernetworks for INRs, where it can directly build the whole set of INR weights with Transformers specialized as set-to-set mapping. We demonstrate the effectiveness of our ...
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2019年Metalearners for Estimating Heterogeneous Treatment Effects using Machine Learning的发表引发了世界因果推断理论的研究热情.目前,机器学习与因果推断论中... 张敖玮,殷亚光,成瀚宇,... - 《体育科技文献通报》 被引量: 0发表: 2024年 Estimating heterogeneous treatment effects with right-censored data via...
Solution of Meta_Learners for 2019 NeurIPS autoDL competition Usage: This repository is the code folder of the competition. Please: Follow the instructions from official website to setup the experimental environment. Download 2nd_General_TinyBERT_4L_312D.zip and thin_resnet34.h5 from the releases...
For a tutorial of these metalearners with mathematical underpinning, please refer to the Chapter namedTreatment heterogeneity for survival outcomesin theHandbook of Matching and Weighting Adjustments for Causal Inference. In addition, this chapter includes a benchmarking study of the five metalearners via...
内容提示: Meta-learners for Estimating HeterogeneousTreatment Ef f ects using Machine Learning ∗Sören Künzel 1 , Jasjeet Sekhon 1,2 , Peter Bickel 1 , and Bin Yu 1,31 Department of Statistics, University of California, Berkeley, CA2 Department of Political Science, University of California...
Meta-learning with implicit gradients--nips19 论文思想 Few-shot case formula Implicit MAML Algorithm Practical Algorithm 论文思想 原始的MAML算法一个很大的挑战是外循环(元更新)需要通过对内循环(梯度自适应)过程进行求导,一般就要求存储和计算高阶导数。这篇论文的核心是利用隐微分方法,... ...
Metalearners for estimating heterogeneous treatment effects using machine learning 文档格式: .pdf 文档大小: 827.73K 文档页数: 10页 顶/踩数: 0/0 收藏人数: 0 评论次数: 0 文档热度: 文档分类: 论文--自然科学论文 文档标签: Metalearnersforestimatingheterogeneoustreatmenteffectsusingmachinelearning ...
最近对Meta-RL方向的论文比较感兴趣,找到了这篇结合了transformer的Meta-RL文章,这篇呢也是被ICML 2022收录的,算是比较新的一篇文章了,这篇文章还有一个很有意思的事情,它只有一个作者,我感觉还是很少见的。…