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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Mar 26, 2026 · Artificial Intelligence

UniOD: A Single Model for Zero‑Training Cross‑Domain Anomaly Detection

UniOD introduces a universal outlier detection model that leverages historical labeled datasets to train one deep graph‑neural‑network‑based model, enabling plug‑and‑play anomaly detection on unseen domains without any retraining, and is backed by theoretical guarantees and extensive cross‑domain experiments.

Graph Neural NetworkUniODanomaly detection
0 likes · 10 min read
UniOD: A Single Model for Zero‑Training Cross‑Domain Anomaly Detection
Data Party THU
Data Party THU
Oct 3, 2025 · Artificial Intelligence

Unlocking Pre‑trained Graph Models: The UniPrompt Approach to Graph Prompt Learning

This article analyzes the current limitations of Graph Prompt Learning, reveals that representation‑level prompts are essentially equivalent to fine‑tuning a downstream classifier, and introduces UniPrompt—a method that leverages pre‑trained graph models while preserving input graph structure for superior in‑domain and cross‑domain performance.

Representation PromptUniPromptcross-domain
0 likes · 5 min read
Unlocking Pre‑trained Graph Models: The UniPrompt Approach to Graph Prompt Learning
Ops Development & AI Practice
Ops Development & AI Practice
Mar 19, 2025 · Artificial Intelligence

How Integrating LLMs with the Model Context Protocol Could Transform AI Workflows

Integrating large language models with the open‑standard Model Context Protocol enables direct access to file systems, databases, and APIs, unlocking use cases such as automated file management, intelligent data analysis, personalized content generation, and task automation, while also raising security, privacy, and maturity challenges for future AI‑human collaboration.

LLMMCPcross-domain
0 likes · 10 min read
How Integrating LLMs with the Model Context Protocol Could Transform AI Workflows
Sohu Tech Products
Sohu Tech Products
Sep 25, 2024 · Frontend Development

Poster Generation: Techniques, Libraries, and Common Issues

The article reviews poster generation methods—server‑side rendering with headless browsers or watermarking, client‑side CPU/GPU approaches, and frontend Canvas‑based techniques—detailing libraries such as Fabric.js, html2canvas, and dom‑to‑image, comparing speed, quality, compatibility, addressing cross‑origin and rendering bugs, and advising when to choose each solution.

Canvas APIFabric.jsImage Rendering
0 likes · 13 min read
Poster Generation: Techniques, Libraries, and Common Issues
DataFunSummit
DataFunSummit
Sep 11, 2024 · Artificial Intelligence

Weak Supervision Machine Learning in Ant Group Business Scenarios

This article presents an overview of weak supervision machine learning techniques applied to Ant Group’s business scenarios, covering an introduction to weak supervision, challenges of modeling with scarce or noisy labels, detailed methodologies for cross‑domain causal effect estimation, multi‑source noisy label denoising, and real‑world application examples.

Weak Supervisioncausal inferencecross-domain
0 likes · 18 min read
Weak Supervision Machine Learning in Ant Group Business Scenarios
Kuaishou Tech
Kuaishou Tech
Mar 8, 2024 · Artificial Intelligence

Three Selected Papers from WSDM 2024 on Recommendation Systems

This article highlights three oral papers accepted at WSDM 2024 that address cross‑domain sequential recommendation, extremely sparse feedback denoising recommendation, and automated label crafting for short‑video recommendation, providing their abstracts, author lists, and links to PDFs and source code.

DenoisingWSDM2024ai
0 likes · 7 min read
Three Selected Papers from WSDM 2024 on Recommendation Systems
DataFunSummit
DataFunSummit
Jan 23, 2024 · Artificial Intelligence

Meta-Learning and Cross-Domain Recommendation: Industrial Practices at Tencent TRS

This article presents Tencent TRS's industrial practice of applying meta‑learning and cross‑domain recommendation to address personalization challenges, detailing problem definitions, solution architectures, algorithmic choices such as MAML, deployment strategies, and the cost‑effective outcomes achieved across multiple scenarios.

Industrial AIMAMLMeta Learning
0 likes · 16 min read
Meta-Learning and Cross-Domain Recommendation: Industrial Practices at Tencent TRS
DataFunSummit
DataFunSummit
Dec 22, 2023 · Artificial Intelligence

Cross‑Domain Multi‑Objective Estimation and Fusion in Baidu Video Recommendation: Design, Modeling, and System Evolution

This article shares Baidu's experience and thinking on cross‑domain multi‑objective estimation and fusion for video recommendation, covering background, system overview, multi‑objective design and modeling, long‑term value attribution, cross‑domain network architecture, and the evolution‑strategy based fusion approach.

BaiduRecommendation Systemscross-domain
0 likes · 13 min read
Cross‑Domain Multi‑Objective Estimation and Fusion in Baidu Video Recommendation: Design, Modeling, and System Evolution
DataFunTalk
DataFunTalk
Nov 29, 2023 · Artificial Intelligence

Cross-Domain Multi-Objective Estimation and Fusion in Baidu Video Recommendation

This article presents Baidu's technical experience on designing, estimating, and fusing cross-domain multi-objective models for its immersive video recommendation system, covering business background, system architecture, target design, long‑term value modeling, and evolution strategies.

Recommendation Systemsaicross-domain
0 likes · 14 min read
Cross-Domain Multi-Objective Estimation and Fusion in Baidu Video Recommendation
Kuaishou Tech
Kuaishou Tech
Sep 26, 2023 · Artificial Intelligence

Cross-Domain Product Representation (COPE): A Large-Scale Dataset and Baseline Model for Rich‑Content E‑Commerce

The paper introduces ROPE, the first large‑scale cross‑domain product recognition dataset covering detail pages, short videos and live streams, and proposes COPE, a dual‑tower multimodal model that learns unified product embeddings using contrastive and classification losses, achieving superior retrieval and few‑shot classification performance across domains.

DatasetDeep Learningcontrastive learning
0 likes · 13 min read
Cross-Domain Product Representation (COPE): A Large-Scale Dataset and Baseline Model for Rich‑Content E‑Commerce
php Courses
php Courses
Aug 25, 2023 · Backend Development

Implementing Cross-Domain Communication with PHP: JSONP Example

This article explains cross-domain communication concepts, compares methods like JSONP, CORS, iframe postMessage, and provides a complete PHP implementation of JSONP with client-side script examples, enabling data exchange across different domains in web development.

CORSJSONPPHP
0 likes · 6 min read
Implementing Cross-Domain Communication with PHP: JSONP Example
DataFunTalk
DataFunTalk
Jul 6, 2023 · Artificial Intelligence

Industrial Practice of Meta‑Learning and Cross‑Domain Recommendation in Tencent TRS

This article presents Tencent TRS's industrial deployment of meta‑learning and cross‑domain recommendation, detailing problem definitions, solution architectures, challenges of industrialization, and practical implementations that achieve personalized modeling and cost‑effective multi‑scene recommendation across various online services.

Industrial AIMAMLRecommendation Systems
0 likes · 18 min read
Industrial Practice of Meta‑Learning and Cross‑Domain Recommendation in Tencent TRS
Bilibili Tech
Bilibili Tech
Jul 4, 2023 · Frontend Development

Micro‑Frontend Integration and Platformization at Bilibili: Design, Implementation, and Lessons Learned

Bilibili consolidated over thirty fragmented internal back‑ends into a unified micro‑frontend platform called Source Universe Workbench by selecting the micro‑app framework, implementing centralized routing, cross‑domain XHR interception, shared services, and observability, which streamlined user experience, eliminated duplicated infrastructure, and provided actionable insights for legacy system management.

architecturecross-domainmicro-frontend
0 likes · 15 min read
Micro‑Frontend Integration and Platformization at Bilibili: Design, Implementation, and Lessons Learned
DataFunTalk
DataFunTalk
Nov 1, 2022 · Artificial Intelligence

Cross‑Domain Multi‑Objective Modeling and Long‑Term Value Exploration in NetEase Yanxuan Recommendation System

This article presents the practical evolution of NetEase Yanxuan's recommendation pipeline, covering background, multi‑objective and cross‑domain modeling, bias correction, loss function enhancements, long‑term value strategies, and multi‑scene modeling, with experimental results and a Q&A session.

Bias CorrectionMMoERecommendation Systems
0 likes · 20 min read
Cross‑Domain Multi‑Objective Modeling and Long‑Term Value Exploration in NetEase Yanxuan Recommendation System
DataFunSummit
DataFunSummit
Oct 31, 2021 · Artificial Intelligence

Exploring Generalized Multi‑Objective Recommendation Algorithms for 58 Community

This article details how 58 Community evolved its recommendation system from single‑objective click‑rate optimization to a multi‑objective framework that boosts value‑content share, improves user retention, and leverages cross‑domain embeddings and online CEM‑based parameter tuning to achieve significant performance gains.

CEMEmbeddingOnline Optimization
0 likes · 15 min read
Exploring Generalized Multi‑Objective Recommendation Algorithms for 58 Community
DataFunSummit
DataFunSummit
Aug 21, 2021 · Artificial Intelligence

Cold‑Start Recommendation: Algorithmic Approaches and Strategies

This article reviews algorithmic solutions for cold‑start recommendation, covering the efficient use of side information, knowledge graphs, cross‑domain transfer, multi‑behavior signals, limited interaction data, explore‑exploit tactics, and additional practical scenarios, while summarizing key methods such as DropoutNet, MetaEmbedding, MWUF, MeLU and MetaHIN.

cold-startcross-domainknowledge graph
0 likes · 11 min read
Cold‑Start Recommendation: Algorithmic Approaches and Strategies
Top Architect
Top Architect
Jul 3, 2021 · Backend Development

Three Practical Methods for Implementing Single Sign-On (SSO) in B/S Systems

This article explains the principle of single sign‑on and compares three implementation techniques—parent‑domain cookies, a dedicated authentication centre, and cross‑domain LocalStorage—detailing their mechanisms, advantages, limitations, and providing sample code for the LocalStorage approach.

AuthenticationCookieSSO
0 likes · 11 min read
Three Practical Methods for Implementing Single Sign-On (SSO) in B/S Systems
21CTO
21CTO
Jan 18, 2021 · Backend Development

Mastering Single Sign-On: Cookie, Auth Center, and LocalStorage Strategies

This article explains three practical Single Sign‑On implementations—parent‑domain cookies, a dedicated authentication center, and cross‑domain LocalStorage—detailing their mechanisms, advantages, limitations, and code examples for secure token sharing across multiple web applications.

AuthenticationCookieSSO
0 likes · 11 min read
Mastering Single Sign-On: Cookie, Auth Center, and LocalStorage Strategies
Code Ape Tech Column
Code Ape Tech Column
Jan 8, 2021 · Information Security

Implementing Single Sign‑On (SSO) in B/S Systems: Cookie, Authentication Center, and LocalStorage Approaches

This article explains how Single Sign‑On works in browser‑server applications, compares three implementation methods—parent‑domain cookies, a dedicated authentication center, and cross‑domain LocalStorage with iframe/postMessage—and provides sample code for the latter technique.

AuthenticationCookieSSO
0 likes · 10 min read
Implementing Single Sign‑On (SSO) in B/S Systems: Cookie, Authentication Center, and LocalStorage Approaches
Selected Java Interview Questions
Selected Java Interview Questions
Nov 2, 2019 · Information Security

Understanding Single Sign-On (SSO) Mechanisms: Shared Session, OpenID, Cookie, and Cross‑Domain Solutions

This article explains the principles of single sign‑on and compares several practical implementations—including shared session via Redis, OpenID‑based authentication, cookie‑based OpenID storage, and cross‑domain JSONP techniques—while also discussing their limitations and security considerations.

AuthenticationOpenIDSSO
0 likes · 8 min read
Understanding Single Sign-On (SSO) Mechanisms: Shared Session, OpenID, Cookie, and Cross‑Domain Solutions
21CTO
21CTO
Oct 2, 2019 · Information Security

Mastering SSO: Session Sharing, OpenID, and Cross‑Domain Strategies

This article explores practical approaches to Single Sign‑On, comparing shared Session, OpenID‑based, and cookie‑based implementations, addressing scalability, cross‑domain challenges, and security considerations to help developers choose the right SSO solution for their architecture.

AuthenticationOpenIDSSO
0 likes · 8 min read
Mastering SSO: Session Sharing, OpenID, and Cross‑Domain Strategies
58 Tech
58 Tech
Sep 18, 2019 · Information Security

Cross-Domain Solutions and Same-Origin Policy Practices in the Cloud Account Platform

The article explains how the 58 Group’s cloud account platform consolidates multiple account systems and provides a unified SDK, detailing cross‑domain challenges, same‑origin policy, and practical solutions such as JSONP, iframe proxies, independent domains, 302 redirects, and CORS to ensure secure, efficient login integration across web, app, and PC clients.

CORSSame-Origin PolicyWeb Security
0 likes · 8 min read
Cross-Domain Solutions and Same-Origin Policy Practices in the Cloud Account Platform
Baixing.com Technical Team
Baixing.com Technical Team
Aug 18, 2017 · Frontend Development

Master Cross-Domain Communication with easyXDM: Full Guide & Code Samples

This article explains why switching iframe pages to HTTPS broke automatic resizing due to cross-origin restrictions, introduces the easyXDM library as a comprehensive solution, and provides step‑by‑step code examples for parent‑child communication, protocol selection, multi‑iframe handling, and debugging techniques.

JavaScriptcross-domaineasyXDM
0 likes · 15 min read
Master Cross-Domain Communication with easyXDM: Full Guide & Code Samples
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Dec 17, 2016 · Information Security

How to Implement Robust Single Sign-On Across Multiple Domains

This article explores various single sign-on strategies—including shared Redis sessions, OpenID-based authentication, cookie-driven OpenID storage, and JSONP cross-domain solutions—detailing their architectures, limitations, and security considerations, and offers practical guidance for building scalable, secure SSO in multi-domain environments.

AuthenticationOpenIDSSO
0 likes · 9 min read
How to Implement Robust Single Sign-On Across Multiple Domains