4 papers
MultiHedge: Adaptive Coordination via Retrieval-Augmented Control
Feliks BaÅka, JarosÅaw A. Chudziak
Decision-making under changing conditions remains a fundamental challenge in many real-world systems. Existing approaches often fail to generalize across shifting regimes and exhib…
Toward Explanatory Equilibrium: Verifiable Reasoning as a Coordination Mechanism under Asymmetric Information
Feliks BaÅka, JarosÅaw A. Chudziak
LLM-based agents increasingly coordinate decisions in multi-agent systems, often attaching natural-language reasoning to actions. However, reasoning is neither free nor automatical…
DeltaHedge: A Multi-Agent Framework for Portfolio Options Optimization
Feliks BaÅka, JarosÅaw A. Chudziak
In volatile financial markets, balancing risk and return remains a significant challenge. Traditional approaches often focus solely on equity allocation, overlooking the strategic…
Applying Informer for Option Pricing: A Transformer-Based Approach
Feliks BaÅka, JarosÅaw A. Chudziak
Accurate option pricing is essential for effective trading and risk management in financial markets, yet it remains challenging due to market volatility and the limitations of trad…