2 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.AI2023
Topology-Guided Modular Actor-Critic Learning for Continuous Systems under Temporal Objectives
Lening Li, Zhentian Qian, Jianan Xia +7
We study formal policy synthesis for continuous-state stochastic systems under linear temporal logic specifications. The product of the system with the automaton of the specificati…