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            <h1>Academic Papers</h1>
            <p class="tagline">Research publications and scholarly work</p>
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            <h2>Research Papers</h2>
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                                <h3 class="paper-title">CAPO: Machine Learning-Driven Price Discovery for Competitive Market Making</h3>
                                <p class="paper-authors">Ryan Watts</p>
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                            <p class="paper-date">August 2025</p>
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                        <div class="paper-abstract">
                            <p>
                                This paper explores machine learning-driven competitive market making in illiquid stablecoin markets, introducing CAPO (Competitive Aggressive Pricing Optimizer) to predict safe pricing boundaries and avoid costly bidding wars through active boundary discovery.
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                            <a href="papers/Smart_Aggression__Machine_Learning_Driven_Price_Discovery_for_Competitive_Market_Making.pdf"><i class="fas fa-file-pdf"></i> Full Paper</a>
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                            <h3 class="paper-title">Exploiting the Gaps: Arbitrage Potential in Illiquid Crypto Markets</h3>
                            <p class="paper-authors">Ryan Watts</p>
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                        <p class="paper-date">June 2025</p>
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                        <p>
                            This paper explores the potential for arbitrage in illiquid crypto markets across multiple exchanges.
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                        <a href="papers/Exploiting_the_Gaps__Arbitrage_Potential_in_Illiquid_Crypto_Markets.pdf"><i class="fas fa-file-pdf"></i> Full Paper</a>
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                            <h3 class="paper-title">EURQ/USD Market Making</h3>
                            <p class="paper-authors">Ryan Watts</p>
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                        <p class="paper-date">June 2025</p>
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                    <div class="paper-abstract">
                        <p>
                            Using TradeByte, I've analyzed illiquidate crypto pairs and implemented a market making strategy. Specifically, I've been using the EURQ/USD pair, which is a stablecoin pegged to the Euro.
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