Preprint
Aug 2026
TideRL: Boosting Agentic RL Goodput with Readiness-Aware Scheduling
TideRL is presented, a readiness-aware elastic RL system with Continuous Task Batching, Resource-Aware Ref-Actor Pipelining, and Elastic Resource Scaling that improves RL training goodput and reduces per-step training time across text-only and multi-modal agentic workloads.
Yanyu Ren, Xizheng Wang, Xiao Liu et al.
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