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cs.AI2022
PRIMA: Planner-Reasoner Inside a Multi-task Reasoning Agent
Daoming Lyu, Bo Liu, Jianshu Chen
We consider the problem of multi-task reasoning (MTR), where an agent can solve multiple tasks via (first-order) logic reasoning. This capability is essential for human-like intell…
cs.LG2022
STOPS: Short-Term-based Volatility-controlled Policy Search and its Global Convergence
Liangliang Xu, Daoming Lyu, Yangchen Pan +2
It remains challenging to deploy existing risk-averse approaches to real-world applications. The reasons are multi-fold, including the lack of global optimality guarantee and the n…