Abstract: The large-scale injection of new energy systems into active distribution networks (ADNs) has caused voltage violations, challenging the stable operation of power grids. Recently, deep ...

Abstract: This paper presents a multi-agent deep reinforcement learning framework for high-frequency Crypto trading that integrates large language model-derived sentiment signals with limit order book ...

FinRL is an open source library that provides practitioners a unified framework for pipeline strategy development. In reinforcement learning (or Deep RL), an agent ...

To efficiently automate trading, AI4Finance provides this educational resource and makes it easier to learn about deep reinforcement learning (DRL) in quantitative finance. FinRL provides a framework ...

Amid the growing popularity of peer-to-peer bookmaker Polymarket, bots operating on the platform are recording massive profits in very short periods. In one such instance, a bot turned an initial ...

Bots exploit latency, arbitrage, and mispriced probabilities, turning small capital into millions on Polymarket. AI and HFT strategies consistently outperform humans through speed, repetition, and ...