Deploying a new decision policy creates a cold-start problem for prediction models whose targets depend on the policy's actions: historical observations reflect earlier policies, while real observations under the new policy are not yet available. Simulation offers a way to address this gap by rolling out the target pol...
Angel Wang, Dominique C. Perrault-Joncas, Alvaro Maggiar et al.· 0 citations
We study two-timescale decision systems in which a planning layer periodically supplies a continuation-value function to a real-time optimizer that allocates arriving resources, with inventory placement as our motivating application. We propose an end-to-end reinforcement learning (RL) method for learning this function...
Harrison Waldon, Carson Eisenach, Akhil Bagaria et al.· 0 citations
In this ablation, retrieved knowledge-base context provides the largest marginal improvement when added to the full oracle graph, and a distillation procedure that turns historical query profiles into reusable SQL reference cards is optimized.
BRIDGE is presented, a structured prompting framework that decomposes verification into three interconnected domains: Code (implementations), Specifications (formal intent), and Theorem State-ments (constructive correctness claims), and elicits domain-specific intermediate reasoning to connect them.
Robert Joseph George, Carson Eisenach, Udaya Ghai et al.· 0 citations
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