Author

Ju-Li Huang

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Preprint Aug 2026

Multi-Agent Debate for Explainable Trading: Reasoning, Consensus, and Performance in Simulated Markets

Large language models (LLMs) are increasingly used for financial decision-making, yet it remains unclear whether improvements in reasoning quality translate into better economic outcomes. We investigate this question using a multi-agent debate framework for portfolio allocation in historical market simulations, where s...

Ju-Li Huang, A. Alrassan, D. Harischandra et al. · 0 citations

#artificial intelligence Preprint Sep 2026

What Should an Agent Remember? Disentangling Retention from Retrieval in Bounded-Memory Evaluation

A persistent agent must decide both what to retain as information arrives and what to surface once a query appears, yet memory evaluations can confound these decisions by comparing methods that differ in both retention and selection. We build a streaming-recall benchmark crossing retention and selection rules and evalu...

Ju-Li Huang · 0 citations