3 papers
cs.IR2025
MaRCA: Multi-Agent Reinforcement Learning for Dynamic Computation Allocation in Large-Scale Recommender Systems
Wan Jiang, Xinyi Zang, Yudong Zhao +7
Modern recommender systems face significant computational challenges due to growing model complexity and traffic scale, making efficient computation allocation critical for maximiz…
cs.MA2025
GAIR: GUI Automation via Information-Joint Reasoning and Group Reflection
Zishu Wei, Qixiang Ma, Xavier Hu +6
Building AI systems for GUI automation task has attracted remarkable research efforts, where MLLMs are leveraged for processing user requirements and give operations. However, GUI…
cs.DB2025
ResBench: A Comprehensive Framework for Evaluating Database Resilience
Puyun Hu, Wei Pan, Xun Jian +6
Existing database benchmarks primarily focus on performance under ideal running environments. However, in real-world scenarios, databases probably face numerous adverse events. Qua…