deep reinforcement learning 1financial automation 1high volatility markets 1option trading 1transformer models 1
From the 1 of 3 linked papers with an AI index.
3 papers
q-fin.GN2026
Automated Trading System for Straddle-Option Based on Deep Q-Learning
Yiran Wan, Xinyu Ying, Shengze Xu
The paper presents an automated straddle‑option trading system that combines deep Q‑learning with Transformer‑based attention mechanisms to handle high‑volatility markets, and demo…
cs.AI2026
Hide-and-Shill: A Reinforcement Learning Framework for Market Manipulation Detection in Symphony-a Decentralized Multi-Agent System
Ronghua Shi, Yiou Liu, Yuchun Feng +3
Decentralized finance (DeFi) has introduced a new era of permissionless financial innovation but also led to unprecedented market manipulation. Without centralized oversight, malic…
q-fin.TR2025
MountainLion: A Multi-Modal LLM-Based Agent System for Interpretable and Adaptive Financial Trading
Siyi Wu, Junqiao Wang, Zhaoyang Guan +11
Cryptocurrency trading is a challenging task requiring the integration of heterogeneous data from multiple modalities. Traditional deep learning and reinforcement learning approach…