mlsanityData to 7 Oct 2026

Multi-Scenario Combination Based on Multi-Agent Reinforcement Learning to Optimize the Advertising Recommendation System

arXiv 2407.02759 ↗First posted 3 Jul 2024cs.LG cs.AIcited by 5

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Abstract (arXiv)

This paper explores multi-scenario optimization on large platforms using multi-agent reinforcement learning (MARL). We address this by treating scenarios like search, recommendation, and advertising as a cooperative, partially observable multi-agent decision problem. We introduce the Multi-Agent Recurrent Deterministic Policy Gradient (MARDPG) algorithm, which aligns different scenarios under a shared objective and allows for strategy communication to boost overall performance. Our results show marked improvements in metrics such as click-through rate (CTR), conversion rate, and total sales, confirming our method's efficacy in practical settings.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 12 of its 21 references that are in the map. First posted on arXiv 3 Jul 2024.

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12 of 21 references.

References · 12

  1. 2023Deception Detection from Linguistic and Physiological Data Streams Using Bimodal Convolutional Neural Networkscited by 54
  2. 2021Pareto Self-Supervised Training for Few-Shot Learningcited by 52
  3. 2020Large-Scale Object Detection in the Wild from Imbalanced Multi-Labelscited by 35
  4. 2021GAIA: A Transfer Learning System of Object Detection that Fits Your Needscited by 27
  5. 2024Large Language Model (LLM) AI text generation detection based on transformer deep learning algorithmcited by 23
  6. 2023Accel-GCN: High-Performance GPU Accelerator Design for Graph Convolution Networkscited by 22
  7. 2024Automatic News Generation and Fact-Checking System Based on Language Processingcited by 22
  8. 2024Enhanced Detection Classification via Clustering SVM for Various Robot Collaboration Taskcited by 17
  9. 2024DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scanscited by 13
  10. 2024Development and Application of a Monte Carlo Tree Search Algorithm for Simulating Da Vinci Code Game Strategiescited by 8
  11. 2024AD-Aligning: Emulating Human-like Generalization for Cognitive Domain Adaptation in Deep Learningcited by 8
  12. 2024AI-Generated Text Detection and Classification Based on BERT Deep Learning Algorithmcited by 8

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Cited by year

Citing papers per year: 2024: 5.

5 papers.

  1. 2024Transforming Movie Recommendations with Advanced Machine Learning: A Study of NMF, SVD,and K-Means Clusteringcited by 2
  2. 2024Enhanced Credit Score Prediction Using Ensemble Deep Learning Modelcited by 2
  3. 2024Dynamic Optimization of Storage Systems Using Reinforcement Learning Techniquescited by 1
  4. 2024Innovative Deep Learning Techniques for Obstacle Recognition: A Comparative Study of Modern Detection Algorithmscited by 0
  5. 2024Cutting-Edge Detection of Fatigue in Drivers: A Comparative Study of Object Detection Modelscited by 0