SoK: Trading Agents or Market Crashers? Dissecting Robustness and Security Failures in Academic Financial LLM Trading Schemes
FARSIGHT framework finds 80% of 15 academic financial LLM trading schemes fail robustness metrics and 100% exhibit security vulnerabilities.