May 22, 2025 · Artificial Intelligence

How AI and LLMs Power JD’s Real-Time Advertising Anti‑Fraud System

This article recounts a JD researcher’s journey from academic data‑mining competitions to building an AI‑driven, LLM‑enhanced anti‑fraud platform that balances detection accuracy, computational cost, and business value in large‑scale e‑commerce advertising.

AILLMadvertising fraud

0 likes · 11 min read

How AI and LLMs Power JD’s Real-Time Advertising Anti‑Fraud System

Alimama Tech

May 14, 2025 · Artificial Intelligence

Deep Research‑Driven Risk Root‑Cause Analysis with Domain Graph Constraints for Large‑Scale Advertising Traffic

This article presents a large‑scale advertising risk‑control solution that combines deep‑research paradigms, domain‑graph constraints, and large language models to enable explainable, responsible, and high‑precision fraud detection, detailing system architecture, challenges, demo workflow, and future directions.

AIDeep Researchadvertising fraud

0 likes · 11 min read

Deep Research‑Driven Risk Root‑Cause Analysis with Domain Graph Constraints for Large‑Scale Advertising Traffic