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cs.LG2026
Learning to Trade Like an Expert: Cognitive Fine-Tuning for Stable Financial Reasoning in Language Models
Yuchen Pan, Soung Chang Liew
Recent deployments of large language models (LLMs) as autonomous trading agents raise questions about whether financial decision-making competence generalizes beyond specific marke…
cs.LG2025
GINO-Q: Learning an Asymptotically Optimal Index Policy for Restless Multi-armed Bandits
Gongpu Chen, Soung Chang Liew, Deniz Gunduz
The restless multi-armed bandit (RMAB) framework is a popular model with applications across a wide variety of fields. However, its solution is hindered by the exponentially growin…