Author

Frank Du

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Jul 2026

Talaria: Session-Aware Serverless Serving of Hundred-Billion-Parameter LLMs

Talaria is presented, a session-aware serverless multi-model serving system that makes session continuity a joint placement-and-admission decision, and its router ranks placements by model residency, KV locality, and instance pressure.

Utopia Meng, Unicornt Zhao, Derek Li et al. · arXiv.org · 0 citations

Jul 2026

WAR: Workload-Aware Rollouts for Synchronous Agentic Reinforcement Learning

This work proposes WAR, a workload-aware rollout system that substantially accelerates synchronous agentic RL by jointly optimizing decoding and scheduling, and provides a practical path toward scalable long-context agent training.

Ryan Xu, Atlas Zhao, David Bao et al. · arXiv.org · 0 citations