recommendations distributions lightweight confidence
A Lightweight Method for Modeling Confidence in Recommendations with Learned Beta Distributions论文阅读笔记
A Lightweight Method for Modeling Confidence in Recommendations with Learned Beta Distributions论文阅读笔记 摘要 大多数推荐系统并不提供对其决策信心的指示。因此，他们不区分确定的建议和不确定的建议。现 ......
Personalized Transformer for Explainable Recommendation论文阅读笔记
Personalized Transformer for Explainable Recommendation论文阅读笔记 摘要 自然语言生成的个性化在大量任务中都起着至关重要的作用。比如可解释的推荐，评审总结和对话系统等。在这些任务中，用户和项目ID是个性化的重要标识符。虽然Transfome ......
[论文阅读] ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions
ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions Author：Zheng Li, Yue Zhao, Student Member Xiyang Hu, Nicola Bot ......
论文阅读：A Lightweight Knowledge Graph Embedding Framework for Efficient Inference and Storage
ABSTRACT 现存的KGE方法无法适用于大规模的图（由于存储和推理效率的限制） 作者提出了一种LightKG框架： 自动的推断出码本codebooks和码字codewords，为每个实体生成合适的embedding。 同时，框架中包含残差模块来实现码本的多样性，并且包含连续函数来近似的实现码字的 ......
Paper Reading: DBC-Forest: Deep forest with binning confidence screening
针对 gcForestcs 受高置信度但精度较低的实例影响的问题，本文提出了一种深度分箱置信度筛选森林算法。该算法采用基于置信度对实例进行分箱，这种方式可以检测到分区错误的实例，将更精确的实例传递到后续层次。实验结果表明，对于相同的训练超参数，DBC-Forest 模型比 gcForest 和 gc... ......
解决No matching distribution found for cv2的问题
引入CV2时报如下错 ERROR: Could not find a version that satisfies the requirement cv2 (from versions: none) ERROR: No matching distribution found for cv2 产生原因 ......
访问github网络问题解决; 访问wsl --list --online 无法从“https://raw.githubusercontent.com/microsoft/WSL/master/distributions/DistributionInfo.json”中提取列表分发。无法与服务器建立连接 Error code: Wsl/WININET_E_CANNOT_CONNECT
https://blog.csdn.net/sky_jiangcheng/article/details/130982867?spm=1001.2101.3001.6650.2&utm_medium=distribute.pc_relevant.none-task-blog-2%7Edefault% ......
Unbiased Knowledge Distillation for Recommendation
目录概UnKD代码 Chen G., Chen J., Feng F., Zhou S. and He X. Unbiased knowledge distillation for recommendation. WSDM, 2023. 概 考虑流行度偏差的知识蒸馏, 应用于推荐系统. UnKD M ......
[论文阅读] Anomaly Detection under Distribution Shift
Anomaly Detection under Distribution Shift 1 Introduction 如图1中所示的示例数据所示， in-distribution（ID）测试数据中的正常样本与正常训练数据非常相似，而ID中的异常样本与正常数据差异很大；然而，由于分布转移，OOD测试数据 ......
DE-RRD: A Knowledge Distillation Framework for Recommender System
目录概DE-RRDDistillation Experts (DE)Relaxed Ranking Distillation (RRD)代码 Kang S., Hwang J., Kweon W. and Yu H. DE-RRD: A knowledge distillation framewor ......
Topology Distillation for Recommender System
目录概Topology DistillationFull Topology Distillation (FTD)Hierarchical Topology Distillation (HTD)代码 Kang S., Hwang J., Kweon W. and Yu H. Topology dist ......
currently, chromedriver 114.0.5735.90 is recommended for chrome 114.*, so it is advised to delete the driver in PATH and retry
报错原因是驱动和浏览器不匹配 解决办法 1.下载低版本的谷歌浏览器 本次使用的是114 下载地址： https://downzen.com/en/windows/google-chrome/download/11405735199/ 2.下载谷歌浏览器的插件 https://registry.npm ......
Collaborative Distillation for Top-N Recommendation
目录概符号说明Collaborative distillation (CD) Lee J., Choi M., Lee J. and Shim H. Collaborative distillation for top-N recommendation. ICDM, 2019. 概 Ranking- ......
Ranking Distillation: Learning Compact Ranking Models With High Performance for Recommender System
目录概符号说明Ranking Distillation代码 Tang J. and Wang K. Ranking Distillation: Learning compact ranking models with high performance for recommender system. ......
Learning Heterogeneous Temporal Patterns of User Preference for Timely Recommendation
目录概符号说明TimelyRecMulti-aspect Time Encoder (MATE)Time-aware History Encoder (TAHE)Prediction代码 Cho J., Hyun D., Kang S. and Yu H. Learning heterogeneou ......
Attention Mixtures for Time-Aware Sequential Recommendation
目录概符号说明MOJITO代码 Tran V., Salha-Galvan G., Sguerra B. and Hennequin R. Attention mixtures for time-aware sequential recommendation. SIGIR, 2023. 概 本文希望 ......
论文解读（FixMatch）《FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence》
Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence论文作者：论文来源：2020 aRxiv论文地址： ......
【ERROR: Could not find a version that satisfies】【ERROR: No matching distribution found for】【ERROR: Could not install packages due to an OSError:】
pip包安装出错 真是把我烦死了，在yt上学东西，结果一直出这样的错，之前我都是把包下载到本地安装的，这也不是长久之计。 然后我试了使用 -i，使用--trusted-host，使用--user，使用--upgrade pip...全都不管用。 后来我想，究竟是什么时候出现这个问题的，好像很久之前就 ......
Data Distribution Service 数据分发服务
分布式实时通信——DDS技术 - 知乎 DDS定义：Data Distribution Service 数据分发服务 ......
[论文阅读] Anomaly Detection with Score Distribution Discrimination
Anomaly Detection with Score Distribution Discrimination 1 Introduction 如图1所示。Fig 1a~1c。这些方法基于学习到的输入数据的特征转换（如重构误差或embedding距离），生成异常分数。然而，在表示空间中的优化会导致数 ......
hugepages_settings.sh-Shell Script to Calculate Values Recommended Linux HugePages-HugeTLB Configuration_DocID401749.1
Oracle Linux-Shell Script to Calculate Values Recommended Linux HugePages-HugeTLB Configuration_DocID401749.1 ######################################## ......
Hypoexponential distribution + Lagrange polynomial
https://en.wikipedia.org/wiki/Lagrange_polynomial#Barycentric_interpolation https://en.wikipedia.org/wiki/Lagrange_polynomial#Barycentric_interpolatio ......
PSR是什么？PHP Standards Recommendations
PHP Standards Recommendations 官网：https://www.php-fig.org/psr/ PSR 是 PHP Standard Recommendations 的简写，由 PHP FIG 组织制定的 PHP 规范，是 PHP 开发的实践标准。 PHP FIG,FIG ......
Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach
原文地址：https://arxiv.org/abs/2305.07001 本文作者将用户偏好、意图等构建为指令，并用这些指令调优一个LLM（3B Flan-T5-XL），该方法对用户友好，用户可以与系统交流获取更准确的推荐。 ## INTRODUCTION LLM是建立在自然语言文本上的，它不能直 ......
How Expressive are Graph Neural Networks in Recommendation
[TOC] > [Cai X., Xia L., Ren X. and Huang C. How expressive are graph neural networks in recommendation? CIKM, 2023.](http://arxiv.org/abs/2308.11127) ......
CF1054C Candies Distribution
[原题](https://codeforces.com/problemset/problem/1054/C) [翻译](https://www.luogu.com.cn/problem/CF1054C) $$ \large{\color{#ff0000}{\text{被xjk搏杀了，%%%}}} $ ......
Time Matters Sequential Recommendation with Complex Temporal Information
[TOC] > [Ye W., Wang S., Chen X., Wang X., Qin Z. and Yin D. Time Matters: Sequential recommendation with complex temporal information. SIGIR, 2020.]( ......
通过提示大语言模型进行个性化推荐LLM-Rec: Personalized Recommendation via Prompting Large Language Models
论文原文地址：https://arxiv.org/abs/2307.15780 本文提出了一种提示LLM并使用其生成的内容增强推荐系统的输入的方法，提高了个性化推荐的效果。 ## LLM-Rec Prompting ![](https://img2023.cnblogs.com/blog/17994 ......
A Contextualized Temporal Attention Mechanism for Sequential Recommendation
[TOC] > [Wu J., Cai R. and Wang H. D\'ej\`a vu: A contextualized temporal attention mechanism for sequential recommendation. WWW, 2020.](http://arxiv. ......
[MSSQL]开启/关闭Ad Hoc Distributed Queries组件
SQL Server 阻止了对组件“Ad Hoc Distributed Queries”的 STATEMENT“OpenRowset/OpenDatasource”的访问 开启组件： exec sp_configure 'show advanced options',1 reconfigure e ......