3 papers
cs.DB2026
StreamShield: A Production-Proven Resiliency Solution for Apache Flink at ByteDance
Yong Fang, Yuxing Han, Meng Wang +3
Distributed Stream Processing Systems (DSPSs) form the backbone of real-time processing and analytics at ByteDance, where Apache Flink powers one of the largest production clusters…
cs.LG2025
Shared Representation Learning for High-Dimensional Multi-Task Forecasting under Resource Contention in Cloud-Native Backends
Zixiao Huang, Jixiao Yang, Sijia Li +3
This study proposes a unified forecasting framework for high-dimensional multi-task time series to meet the prediction demands of cloud native backend systems operating under highl…
cs.LG2025
Cost-TrustFL: Cost-Aware Hierarchical Federated Learning with Lightweight Reputation Evaluation across Multi-Cloud
Jixiao Yang, Jinyu Chen, Zixiao Huang +3
Federated learning across multi-cloud environments faces critical challenges, including non-IID data distributions, malicious participant detection, and substantial cross-cloud com…