---
id: 20260515-T0-14
title: "FPILOT：强化学习交易代理的推理时优化方案"
title_en: "FPILOT Optimizes RL Trading Agents at Inference Time"
url: https://ai.daily.yangsir.net/daily/20260515-T0-14
issue_date: 2026-05-15
publish_date: 2026-05-14T04:00:00.000Z
category: research
source_name: "arXiv cs.LG (ML)"
source_url: https://arxiv.org/abs/2605.12653
---

# FPILOT：强化学习交易代理的推理时优化方案

强化学习交易代理部署后无法利用实时价格预测。研究提出FPILOT方案，支持推理时优化，让交易策略动态调整。arXiv论文2605.12653v1显示，该方案通过金融插件提升交易表现，克服了传统静态策略的局限。

## English Version

**FPILOT Optimizes RL Trading Agents at Inference Time**

RL trading agents lack real-time price forecast integration. FPILOT enables inference-time optimization, allowing dynamic strategy adjustment. ArXiv:2605.12653v1 shows this financial plugin improves trading performance, overcoming static policy limitations.

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**来源**：[arXiv cs.LG (ML)](https://arxiv.org/abs/2605.12653)

**详情页**：https://ai.daily.yangsir.net/daily/20260515-T0-14

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