3 papers
cs.LG2026
LoongSage: A Production-Grade, High-Efficiency Agentic RL Framework for Frontier LLMs with Validated Recipes
LoonSage Team, LoongSage Team, Bowei Song +46
Reinforcement learning (RL) has emerged as a critical phase in the post-training pipeline of large language models (LLMs). As the frontier of LLM capabilities shifts from static re…
cs.MA2026
Towards a Systems Foundation for Agentic Cloud Management
Minghao Li, Ziqian Liu, Ziyu Mao +5
Agentic cloud management is emerging as a practice to automate laborious operations, minimize toil, and improve responsiveness. Despite the rapid development of autonomous manageme…
cs.NI2026
The Model in the Middle: Toward AI-Native Real-Time Communication
Ziqian Liu, Minghao Li, Yiming Qiu
Full-duplex omni models are transforming human--AI interaction from turn-based exchanges into continuous multimodal conversations in which speaking, listening, and reasoning unfold…