SoK: Trading Agents or Market Crashers? Dissecting Robustness and Security Failures in Academic Financial LLM Trading Schemes
3.60T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.19705.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryA SoK paper introduces FARSIGHT, a framework evaluating 15 academic LLM-based financial trading agents for robustness under market turbulence and security against adversarial attacks. Findings: 80% fail core robustness metrics, 100% exhibit security vulnerabilities, and failure modes can cascade into market-wide crashes.
Why it mattersEmpirical test of 15 schemes shows LLM trading agents are broadly vulnerable to adversarial attacks and market stress, with documented systemic collapse risk for high-stakes deployments.
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