526互联

Reading

Proj CDeepFuzz Paper Reading: Framework for Evaluating Faithfulness of Local Explanations

## Abstract 本文: Task: 1. study the faithfulness of an explanation system to the underlying prediction model on consistency and sufficiency 2. introduc ......
Faithfulness Explanations Evaluating CDeepFuzz Framework

Proj CDeepFuzz Paper Reading: Differential Testing of Cross Deep Learning Framework APIs: Revealing Inconsistencies and Vulnerabilities

## Abstract 背景：目前对cross-framework conversion中的inconsistencies和security bugs的研究少有 本文：TensorScope Task: test cross-frame APIs in Machine Learning Librar ......
Inconsistencies Vulnerabilities Differential CDeepFuzz Framework

Proj CDeepFuzz Paper Reading: DeepTest: automated testing of deep-neural-network-driven autonomous cars

## Abstract 本文: DeepTest Task: a systematic testing tool for DNN-driven vehicles Method: 1. generated test cases with real-world changes like rain, fo ......
deep-neural-network-driven autonomous CDeepFuzz automated DeepTest

Proj CDeepFuzz Paper Reading: DeepGauge: multi-granularity testing criteria for deep learning systems

## Abstract 本文: DeepGauge Task: provide multi-granularity testing criteria for DL systems Method: multi-granularity testing criteria for DL systems: 1 ......
multi-granularity granularity CDeepFuzz DeepGauge criteria

Proj CDeepFuzz Paper Reading: Combinatorial Testing for Deep Learning Systems

## Abstract 本文：DeepCT Task: Testing DL Models with Combinatorial Testing Method: 1. 将输出值的空间离散化为区间，以便覆盖每个区间,对不同层内的神经元交互进⾏采样，并减少必须执⾏的测试输⼊的数量。 2. a set o ......
Combinatorial CDeepFuzz Learning Reading Testing

Proj CDeepFuzz Paper Reading: Automatic differentiation in PyTorch

## Abstract 本文：描述automatic differentiation module of PyTorch 包括：Lua Torch, Chainer, HIPS Autograd Task: Provides a high-performance environment on dif ......
differentiation CDeepFuzz Automatic Reading PyTorch

Further reading: Theory of computation

找了些：https://en.wikipedia.org/wiki/Theory_of_computation 提到的书籍： Textbooks aimed at computer scientists (There are many textbooks in this area; this lis ......
computation Further reading Theory of

Got fatal error 1236 from master when reading data from binary log: 'Client requested master to start replication from position > file size', Error_code: 1236

MySQL主从复制报错，MySQL主主复制结构，MySQL版本5.7.32 2023-08-31T09:08:29.316553+08:00 1 [ERROR] Error reading packet from server for channel '': Client requested mas ......
from master 1236 replication Error_code

Proj CDeepFuzz Paper Reading: ACETest: Automated Constraint Extraction for Testing Deep Learning Operators

## Abstract Github: https://github.com/shijy16/ACETest 背景： 1. DL operators 用来计算多维tensors，很重要 本文：ACETest Task: automatically extract input validation c ......
Constraint Extraction CDeepFuzz Automated Operators

Proj CDeepFuzz Paper Reading: AutoML: A survey of the state-of-the-art

## Abstract Github: https://github.com/marsggbo/automl_a_survey_of_state_of_the_art 本文： 1. intro AutoML methods: data preparation, feature engineering ......
state-of-the-art CDeepFuzz the Reading AutoML

【CF1374E1】Reading Books (easy version)（贪心）

**题目大意：** 给出$n(1\le n\le2\times 10^{5})$个三元组$(t,a,b)(0\le a,b\le 1)$，选出其中任意个，使得被选中的元素$a$、$b$的总和均为$k$，求$t$总和的最小值 *** 因为被选中的元素$a$、$b$的总和均为$k$，所以被选中的三元组中 ......
Reading version 1374E Books 1374

Proj CDeepFuzz Paper Reading: Aries: Efficient Testing of Deep Neural Networks via Labeling-Free Accuracy Estimation

## Abstract 背景： 1. the de facto standard to assess the quality of DNNs in the industry is to check their performance (accuracy) on a collected set of ......
Labeling-Free Estimation CDeepFuzz Efficient Accuracy

Proj CDeepFuzz Paper Reading: An Extensive Study on Pre-trained Models for Program Understanding and Generation

## Abstract ## 1. Intro ## 2. Background ### 2.1 Program Understanding and Generation Tasks ### 2.2 NL-PL Pre-Trained Models ![](https://img2023.cnblo ......
Understanding Pre-trained Generation CDeepFuzz Extensive

Proj CDeepFuzz Paper Reading: SyRust: automatic testing of Rust libraries with semantic-aware program synthesis

## Abstract 背景： 1. unsafe能够绕开rust type system 2. rust libraries中常有许多unsafe keyword 本文：SyRust Task: fuzz Rust library APIs Challenge: synthesize well-t ......
semantic-aware CDeepFuzz automatic libraries synthesis

Proj CDeepFuzz Paper Reading: Deepxplore: Automated whitebox testing of deep learning systems

## Abstract 背景：现有的深度学习测试在很⼤程度上依赖于⼿动标记的数据，因此通常⽆法暴露罕⻅输⼊的错误⾏为。 本文：DeepXplore Task: a white-box framework to test DL Models 方法： 1. neuron coverage 2. diff ......
Deepxplore CDeepFuzz Automated whitebox learning

Paper Reading: PCTBagging: From inner ensembles to ensembles. A trade-off between discriminating capacity and interpretability

针对 CTC 分类性能较差和 Bagging 的可解释性较差的问题，本文提出了一种结合 CTC 和 Bagging 的算法 PCTBagging。首先构建一棵不完整的 CTC，CTC 的规模由超参数合并比来确定，接着使用 Bagging 完成后续的树结构的生成。将 PCTBagging 的结果与 B... ......
ensembles interpretability discriminating PCTBagging trade-off

Paper Reading：ControlBurn-Feature Selection by Sparse Forests

针对存在大量相关特征时重要特征的影响被削弱的问题，本文设计了一种通过稀疏森林来消除相关偏差的特征选择算法 ControlBurn。首先使用套袋和提升等方法生成森林，然后通过一个平衡特征稀疏性和预测性能的组 LASSO 惩罚目标为每棵树选择稀疏权值，从而减少树的数量。与 Wrapper 特征选择方法不... ......
ControlBurn-Feature ControlBurn Selection Feature Forests

Paper Reading 博客汇总

按照算法的类型对个人的 Paper Reading 博客进行汇总，涉及多个研究方向的论文将按照个人主观感觉的主要方向排列。 [toc] #不平衡学习 * [A Novel Model for Imbalanced Data Classification](https://www.cnblogs.co ......
Reading Paper 博客

报错TypeError: Cannot read properties of null (reading 'length')

可能是某个数组属性不存在， 但是判断了他的长度，比如下方代码 <template v-if="arr.length"> <div v-for="(item,idx)in arr" :key="idx"> {{ item }}</div> </template> 解决方法 v-if="arr&&arr ......
properties TypeError reading Cannot length

Docker安装Redis错误Reading the configuration file, at line 416 >>> 'locale-collate ""' Bad directive or wrong number of arguments

docker安装redis报错*** FATAL CONFIG FILE ERROR (Redis 7.0.12) *** Reading the configuration file, at line 416 >>> 'locale-collate ""' Bad directive or wro... ......
quot locale-collate configuration arguments directive

Cannot read properties of undefined (reading 'nodeName')解释

jquery.min.js:2 Uncaught TypeError: Cannot read properties of undefined (reading 'nodeName')解释 这个错误通常发生在尝试访问或操作一个 undefined 或 null 值的属性时。错误消息 "Cannot ......
properties undefined nodeName reading Cannot

Paper Reading: A pareto-based ensemble of feature selection algorithms

本文将集成特征选择问题建模为具有两个目标的帕累托优化问题，提出一种类型的异构集成特征选择算法 PEFS。首先采用两种聚合方法对四种不同 FS 方法得到的结果进行组合，接着使用双目标优化来评估这些结果，最后根据非优势特征在双目标空间中的拥挤距离进行排序。该方法平衡了关联度和冗余性两种不同的 FS 方法... ......
pareto-based algorithms selection ensemble Reading

Paper Reading: NBDT: Neural-Backed Decision Trees

为了提高计算机视觉模型的可解释性，本文融合深度学习和决策树提出了神经支持决策树(NBDTs)。NBDT 使用一个可微的倾斜决策树取代了神经网络的最后一个线性层，和经典的决策树方法不同，NBDT 使用从模型参数派生的层次结构，不使用分层 softmax。NBDT 可以从任何现有的分类神经网络中创建，无... ......
Neural-Backed Decision Reading Backed Neural

Paper Reading: Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data

针对数据集存在缺失值的问题，本文提出了一种基于多树 GP(MTGP) 的迁移学习方法 pMTGPDA，用于将知识从完整的源域转移到不完整的目标域中。首先在源域的数据集上训练多个 SR 模型，通过模型中的训练细节计算源域的特征和实例的权重作为先验知识。然后将提取的权重知识用于基于 MTGP 的转换，构... ......
With Programming Incomplete Regression Multitree

Vue3+ElementPlus，Cannot read properties of null (reading 'isCE')

一、环境 vue3，ElementPlus，@vue/cli 5.0.8，npm 9.6.7。 二、报错内容 在vue3框架，views文件夹下的AboutView.vue文件里，执行<el-button>Default</el-button>语句就会报错如下： Uncaught runtime e ......
ElementPlus properties reading Cannot Vue3

Paper Reading: FT4cip: A new functional tree for classification in class imbalance problems

本文提出了一种类不平衡问题的功能树(FT4cip)，该模型使用了考虑类不平衡的分割评估函数 Twoing，以及使用了一种优化 AUC 的新型剪枝算法。同时对多变量分割使用特征选择，进一步提高分类性能和可解释性。通过大量的实验分析证明，FT4cip 在 AUC 上的分类性能优于 LMT 和 Gama。... ......
classification functional imbalance problems Reading

Syntax Error: TypeError: Cannot read properties of null (reading 'content')

自己写树形组件时报的这个问题。 问题非常奇怪，找不到哪里有访问content这个属性。 解决办法也非常奇怪，我只要将 <script> export default { name: 'TreeNode' } </script> 改为 <script lang="ts"> export default ......
properties TypeError content reading Syntax

vue ssr express.js 报错：TypeError: Cannot read properties of null (reading 'records')

在vue ssr时，java后端返回的对象是内嵌对象的那种： package com.davidhu.shopguide.api.bean.extend; import com.baomidou.mybatisplus.extension.plugins.pagination.Page; impor ......
properties TypeError express reading records

PTE Reading and writing

多选题 备考时间紧张 可以放弃 选错 倒扣分 建议 不是特别确定 就单选 ......
Reading writing PTE and

TOEFL | Reading · 题型总结

[toc] ### 直接引用 - 直译题（==不要读文章==） 直接做，不用读文章，如果不确定就稍微看看上下文。 识别依据：读题干。 ### 直接引用 - why 题（==需要细读题干==） 文章里说 xxx 是为了什么？ABCD，To 开头的选项。 识别依据：读题干（why）+ 看选项长度，why ......
题型 Reading TOEFL 183
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