Cover Image

MaRCA: Multi-Agent Reinforcement Learning for Dynamic Computation Allocation in Large-Scale Recommender Systems

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Jiang, Wan, Zang, Xinyi, Zhao, Yudong, Zou, Yusi, Lu, Yunfei, Tong, Junbo, Liu, Yang, Li, Ming, Shi, Jiani, Yang, Xin
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Machine Learning Multiagent Systems H.3.3; I.2.11
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ARAG: Agentic Retrieval Augmented Generation for Personalized Recommendation
by: Maragheh, Reza Yousefi, et al.
Published: (2025)

MALTopic: Multi-Agent LLM Topic Modeling Framework
by: Sharma, Yash
Published: (2026)

TrustFlow: Topic-Aware Vector Reputation Propagation for Multi-Agent Ecosystems
by: Seliuchenko, Volodymyr
Published: (2026)

IdeaForge: A Knowledge Graph-Grounded Multi-Agent Framework for Cross-Methodology Innovation Analysis and Patent Claim Generation
by: Bose, Joy
Published: (2026)

NewsLens: A Multi-Agent Framework for Adversarial News Bias Navigation
by: Bose, Joy
Published: (2026)

Siren Federate: Bridging document, relational, and graph models for exploratory graph analysis
by: Bordea, Georgeta, et al.
Published: (2025)

LLMs as Orchestrators: Constraint-Compliant Multi-Agent Optimization for Recommendation Systems
by: Zhang, Guilin, et al.
Published: (2026)

CAL-RAG: Retrieval-Augmented Multi-Agent Generation for Content-Aware Layout Design
by: Forouzandehmehr, Najmeh, et al.
Published: (2025)

Higress-RAG: A Holistic Optimization Framework for Enterprise Retrieval-Augmented Generation via Dual Hybrid Retrieval, Adaptive Routing, and CRAG
by: Lin, Weixi
Published: (2025)

Engineering RAG Systems for Real-World Applications: Design, Development, and Evaluation
by: Hasan, Md Toufique, et al.
Published: (2025)

GradCraft: Elevating Multi-task Recommendations through Holistic Gradient Crafting
by: Bai, Yimeng, et al.
Published: (2024)

Text-like Encoding of Collaborative Information in Large Language Models for Recommendation
by: Zhang, Yang, et al.
Published: (2024)

LabelCraft: Empowering Short Video Recommendations with Automated Label Crafting
by: Bai, Yimeng, et al.
Published: (2023)

Multi-Agent Reinforcement Learning for Deadlock Handling among Autonomous Mobile Robots
by: Müller, Marcel
Published: (2025)

PRECEPT: Planning Resilience via Experience, Context Engineering & Probing Trajectories A Unified Framework for Test-Time Adaptation with Compositional Rule Learning and Pareto-Guided Prompt Evolution
by: Shahmansoori, Arash
Published: (2026)

Knowledge-Aware Iterative Retrieval for Multi-Agent Systems
by: Song, Seyoung
Published: (2025)

Did You Check the Right Pocket? Cost-Sensitive Store Routing for Memory-Augmented Agents
by: Gaikwad, Madhava
Published: (2026)

HumanMCP: A Human-Like Query Dataset for Evaluating MCP Tool Retrieval Performance
by: Laddha, Shubh, et al.
Published: (2025)

Inferring Communities of Interest in Collaborative Learning-based Recommender Systems
by: Belal, Yacine, et al.
Published: (2023)

Diagnosing LLM-based Rerankers in Cold-Start Recommender Systems: Coverage, Exposure and Practical Mitigations
by: Lemdiasova, Ekaterina, et al.
Published: (2026)

Hyena Operator for Fast Sequential Recommendation
by: Liu, Jiahao, et al.
Published: (2026)

Generating Query Recommendations via LLMs
by: Bacciu, Andrea, et al.
Published: (2024)

Multi-Agent Norm Perception and Induction in Distributed Healthcare
by: Li, Chao, et al.
Published: (2024)

Graph Reasoning for Explainable Cold Start Recommendation
by: Frej, Jibril, et al.
Published: (2024)

Value Function Decomposition in Markov Recommendation Process
by: Wang, Xiaobei, et al.
Published: (2025)

Future Impact Decomposition in Request-level Recommendations
by: Wang, Xiaobei, et al.
Published: (2024)

ReCast: Recasting Learning Signals for Reinforcement Learning in Generative Recommendation
by: Zhang, Peiyan, et al.
Published: (2026)

The Layout Is the Model: On Action-Item Coupling in Generative Recommendation
by: Wei, Xiaokai, et al.
Published: (2025)

AgenticTyper: Automated Typing of Legacy Software Projects Using Agentic AI
by: Pohle, Clemens
Published: (2026)

HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation
by: Deng, Hao, et al.
Published: (2025)

Disagreement as Signals: Dual-view Calibration for Sequential Recommendation Denoising
by: Li, Sijia, et al.
Published: (2026)

Online Item Cold-Start Recommendation with Popularity-Aware Meta-Learning
by: Luo, Yunze, et al.
Published: (2024)

MIND Your Language: A Multilingual Dataset for Cross-lingual News Recommendation
by: Iana, Andreea, et al.
Published: (2024)

FIM: Frequency-Aware Multi-View Interest Modeling for Local-Life Service Recommendation
by: Wang, Guoquan, et al.
Published: (2025)

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation
by: Ma, Chenglong, et al.
Published: (2025)

UniGRec: Unified Generative Recommendation with Soft Identifiers for End-to-End Optimization
by: Li, Jialei, et al.
Published: (2026)

CreAgent: Towards Long-Term Evaluation of Recommender System under Platform-Creator Information Asymmetry
by: Ye, Xiaopeng, et al.
Published: (2025)

Relational Reactive Programming: miniKanren for the Web
by: Donahue, Evan
Published: (2024)

Emergent Collective Memory in Decentralized Multi-Agent AI Systems
by: Khushiyant
Published: (2025)

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning
by: Yoo, Byunghyun, et al.
Published: (2025)