3 papers
cs.MM2025
Generative Flow Networks for Personalized Multimedia Systems: A Case Study on Short Video Feeds
Yili Jin, Ling Pan, Rui-Xiao Zhang +2
Multimedia systems underpin modern digital interactions, facilitating seamless integration and optimization of resources across diverse multimedia applications. To meet growing per…
cs.CV2025
EcoLens: Leveraging Multi-Objective Bayesian Optimization for Energy-Efficient Video Processing on Edge Devices
Benjamin Civjan, Bo Chen, Ruixiao Zhang +1
Video processing for real-time analytics in resource-constrained environments presents a significant challenge in balancing energy consumption and video semantics. This paper addre…
cs.NI2025
Generative Active Adaptation for Drifting and Imbalanced Network Intrusion Detection
Ragini Gupta, Shinan Liu, Ruixiao Zhang +7
Machine learning has shown promise in network intrusion detection systems, yet its performance often degrades due to concept drift and imbalanced data. These challenges are compoun…