SoK: Trading Agents or Market Crashers? Dissecting Robustness and Security Failures in Academic Financial LLM Trading Schemes

A systematization-of-knowledge paper documenting robustness and security failures in academic LLM-based financial trading agents, highlighting systemic risks in autonomous market systems.

Auto-scored: Documents real security and robustness failures in LLM trading agents that could enable market manipulation or crashes, while providing partial mitigation through systematic analysis.