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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>QuantAgents: Multi-Agent Trading System</title>
<meta name="viewport" content="width=device-width,initial-scale=1">
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@200;300;400;500;600;700;800;900&family=Playfair+Display:ital,wght@0,700;1,400&display=fallback" rel="stylesheet">
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@100;300;400;500;600;700;800;900&display=swap" rel="stylesheet">
<link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/all.min.css" rel="stylesheet">
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@100&display=swap" rel="stylesheet">
<script src="https://cdn.tailwindcss.com"></script>
<style>
/* Base styles */
* {
box-sizing: border-box;
margin: 0;
padding: 0;
}
:root {
--bg-primary: #ffffff;
--bg-secondary: #f8fafc;
--bg-tertiary: #e2e8f0;
--text-primary: #1e293b;
--text-secondary: #64748b;
--text-tertiary: #94a3b8;
--text-affiliations: #636363;
--author-link-color: #0644AD;
--border-color: #e2e8f0;
--shadow-color: rgba(0, 0, 0, 0.1);
--background-header: #f8fafc;
--button-primary: #0645ad;
--button-secondary: #e2e8f0;
}
[data-theme="dark"] {
--bg-primary: #0f172a;
--bg-secondary: #1e293b;
--bg-tertiary: #334155;
--text-primary: #ffffff;
--text-secondary: #ffffff;
--text-tertiary: #ffffff;
--text-affiliations: #ffffff;
--author-link-color: #ffffff;
--border-color: #334155;
--shadow-color: rgba(0, 0, 0, 0.3);
--background-header: #1e293b;
--button-primary: #0645ad;
--button-secondary: #334155;
}
body {
font-family: 'Inter', sans-serif;
line-height: 1.6;
color: var(--text-primary);
background-color: var(--bg-primary);
transition: all 0.3s ease;
}
/* Header styles */
.header {
position: fixed;
top: 0;
left: 0;
right: 0;
background-color: var(--background-header);
border-bottom: 1px solid var(--border-color);
z-index: 1000;
padding: 1rem 0;
transition: background-color 0.3s ease;
}
[data-theme="light"] .header {
box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1);
}
[data-theme="dark"] .header {
box-shadow: 0 2px 10px rgba(0, 0, 0, 0.3);
}
/* Image entrance animation */
.tab-pane img {
opacity: 0;
transform: translateY(30px);
transition: all 0.8s ease-out;
}
.tab-pane.active img {
opacity: 1;
transform: translateY(0);
}
/* Staggered animation for tab content */
.tab-pane h3 {
opacity: 0;
transform: translateY(20px);
transition: all 0.6s ease-out 0.2s;
}
.tab-pane.active h3 {
opacity: 1;
transform: translateY(0);
}
.tab-pane p {
opacity: 0;
transform: translateY(20px);
transition: all 0.6s ease-out 0.4s;
}
.tab-pane.active p {
opacity: 1;
transform: translateY(0);
}
/* Results tab animations */
.results-tab-pane img {
opacity: 0;
transform: translateY(30px);
transition: all 0.8s ease-out;
}
.results-tab-pane.active img {
opacity: 1;
transform: translateY(0);
}
.results-tab-pane h4 {
opacity: 0;
transform: translateY(20px);
transition: all 0.6s ease-out 0.2s;
}
.results-tab-pane.active h4 {
opacity: 1;
transform: translateY(0);
}
.results-tab-pane p {
opacity: 0;
transform: translateY(20px);
transition: all 0.6s ease-out 0.4s;
}
.results-tab-pane.active p {
opacity: 1;
transform: translateY(0);
}
.header-container {
max-width: 1200px;
margin: 0 auto;
padding: 0 2rem;
display: flex;
justify-content: space-between;
align-items: center;
}
.header-left {
display: flex;
align-items: center;
gap: 2rem;
}
.header-right {
display: flex;
align-items: center;
gap: 2rem;
margin-right: 1.8rem;
}
.logo {
width: 40px;
height: 40px;
background: linear-gradient(135deg, #0645ad 0%, #06b6d4 50%, #10b981 100%);
border-radius: 50%;
display: flex;
align-items: center;
justify-content: center;
cursor: pointer;
transition: transform 0.3s ease;
}
.logo:hover {
transform: scale(1.1);
}
.logo i {
color: white;
font-size: 1.2rem;
}
.nav-links {
display: flex;
gap: 2rem;
list-style: none;
}
.nav-links a {
color: var(--text-secondary);
text-decoration: none;
font-weight: 500;
font-size: 1.1rem;
transition: color 0.3s ease;
}
.nav-links a:hover {
color: var(--button-primary);
}
/* Main content */
.main-content {
max-width: 1200px;
margin: 0 auto;
padding: 120px 2rem 4rem;
}
/* Title section */
.title-section {
text-align: center;
margin-bottom: 4rem;
max-width: 1200px;
margin-left: auto;
margin-right: auto;
padding: 0 1rem;
}
.main-title {
font-family: 'Inter', sans-serif;
font-size: 64px;
font-weight: 800;
color: var(--text-primary);
margin-bottom: 0.5rem;
line-height: 1.0;
letter-spacing: -0.02em;
transition: color 0.3s ease;
text-align: center;
}
.subtitle {
font-size: 4.0rem;
font-weight: 900;
color: var(--text-primary);
margin-bottom: 2rem;
line-height: 1.0;
transition: color 0.3s ease;
}
.authors {
font-family: 'Inter', sans-serif;
color: var(--text-secondary);
margin-bottom: 1rem;
margin-top: 2.2rem;
display: flex;
justify-content: center;
gap: 2rem;
flex-wrap: wrap;
transition: color 0.3s ease;
font-weight: 300;
}
.affiliations {
font-size: 1.1rem;
color: var(--text-affiliations);
line-height: 1.8;
transition: color 0.3s ease;
max-width: 780px;
margin-left: auto;
margin-right: auto;
text-align: center;
margin-top: 1.7rem;
}
.author-link {
color: var(--author-link-color);
text-decoration: none;
/* font-weight: 500; */
transition: color 0.3s ease;
}
.author-link:hover {
color: var(--author-link-color);
text-decoration: underline;
}
.action-buttons {
display: flex;
justify-content: center;
gap: 4rem;
margin-top: 2rem;
}
.action-btn {
display: flex;
align-items: center;
gap: 0.5rem;
padding: 0.75rem 1.5rem;
background: #0645ad;
color: white;
text-decoration: none;
border-radius: 10px;
font-weight: 400;
font-size: 0.9rem;
transition: all 0.3s ease;
box-shadow: 0 2px 4px rgba(59, 130, 246, 0.2);
}
.action-btn:hover {
background: #0645ad;
transform: translateY(-2px);
box-shadow: 0 4px 8px rgba(59, 130, 246, 0.3);
}
.action-btn i {
font-size: 1.1rem;
}
/* Method overview */
.method-overview {
background: #f8fafc;
padding: 2rem;
border-radius: 16px;
margin-bottom: 4rem;
border-left: 4px solid #0645ad;
}
.method-overview h2 {
font-size: 2rem;
font-weight: 700;
color: #1e293b;
margin-bottom: 1.5rem;
}
.method-overview p {
font-size: 2.8rem;
color: #475569;
line-height: 1.8;
}
/* Interactive Agent sections */
.agents-section {
margin-bottom: 4rem;
}
.interactive-agents-container {
display: flex;
flex-direction: column;
gap: 2rem;
margin-top: 2rem;
}
.agent-selection {
display: grid;
grid-template-columns: repeat(4, 1fr);
gap: 1rem;
margin-bottom: 2rem;
}
.agent-selector-card {
background: #f8fafc;
padding: 1rem;
border-radius: 12px;
border: 1px solid #e2e8f0;
transition: all 0.3s ease;
position: relative;
cursor: pointer;
text-align: center;
display: flex;
flex-direction: column;
justify-content: space-between;
min-height: 120px;
}
.agent-selector-card:hover {
transform: translateY(-2px);
box-shadow: 0 10px 15px -3px rgba(0, 0, 0, 0.1);
}
.agent-selector-card.active {
background: #0645ad;
color: white;
border-color: #0645ad;
}
.agent-selector-card.active h3,
.agent-selector-card.active p {
color: white;
}
.agent-selector-card h3 {
font-size: 1.1rem;
font-weight: 700;
color: #1e293b;
margin-bottom: 0.5rem;
}
.agent-selector-card p {
color: #64748b;
line-height: 1.4;
font-size: 0.85rem;
margin-bottom: 0;
}
.agent-icon {
position: absolute;
bottom: 0.5rem;
right: 0.5rem;
font-size: 1rem;
opacity: 0.7;
}
.agent-detail-display {
background: #f8fafc;
border-radius: 12px;
padding: 2rem;
border: 1px solid #e2e8f0;
min-height: 300px;
display: flex;
align-items: center;
justify-content: center;
width: 100%;
}
.agent-detail {
display: none;
width: 100%;
height: 100%;
}
.agent-detail.active {
display: block;
}
.agent-detail-content {
display: flex;
align-items: center;
justify-content: center;
width: 100%;
height: 100%;
}
.agent-visualization {
width: 100%;
height: 100%;
object-fit: contain;
border-radius: 8px;
box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1);
}
/* Legacy agent card styles for other sections */
.agents-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
gap: 2rem;
margin-top: 2rem;
}
.agent-card {
background: #f8fafc;
padding: 2rem;
border-radius: 12px;
border: 1px solid #e2e8f0;
transition: transform 0.3s ease, box-shadow 0.3s ease;
position: relative;
}
.agent-card:hover {
transform: translateY(-4px);
box-shadow: 0 20px 25px -5px rgba(0, 0, 0, 0.1), 0 10px 10px -5px rgba(0, 0, 0, 0.04);
}
.agent-card h3 {
font-size: 1.5rem;
font-weight: 700;
color: #1e293b;
margin-bottom: 1rem;
display: flex;
align-items: center;
justify-content: space-between;
}
.agent-card h3 i {
color: #0645ad;
font-size: 1.2rem;
}
.agent-card p {
color: #64748b;
line-height: 1.6;
}
/* Evaluation metrics */
.evaluation-section {
background: #f8fafc;
padding: 2rem;
border-radius: 16px;
margin-bottom: 4rem;
}
.evaluation-section h2 {
font-size: 2rem;
font-weight: 700;
color: #1e293b;
margin-bottom: 2rem;
text-align: center;
}
.metrics-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
gap: 2rem;
}
.metric-card {
background: white;
padding: 2rem;
border-radius: 12px;
text-align: center;
box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1);
}
.metric-value {
font-size: 2.5rem;
font-weight: 800;
color: #0645ad;
margin-bottom: 0.5rem;
}
.metric-label {
font-size: 1rem;
color: #64748b;
font-weight: 500;
}
/* Results section */
.results-section {
margin-bottom: 0rem;
}
.results-section h2 {
font-size: 2rem;
font-weight: 700;
color: #1e293b;
margin-bottom: 0rem;
text-align: center;
}
.results-content {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 0.3rem;
align-items: start;
}
.results-text {
background: #f8fafc;
padding: 0rem;
border-radius: 12px;
}
.results-text h3 {
font-size: 1.5rem;
font-weight: 700;
color: #1e293b;
margin-bottom: 1rem;
}
.results-text p {
color: #475569;
line-height: 1.8;
margin-bottom: 1rem;
font-size: 1.5rem;
}
.results-image {
background: #f8fafc;
padding: 1rem;
border-radius: 12px;
text-align: center;
min-height: 250px;
display: flex;
align-items: center;
justify-content: center;
}
.results-image i {
font-size: 4rem;
color: #94a3b8;
}
/* Bibliography */
.bibliography-section {
background: #f8fafc;
padding: 2rem;
border-radius: 16px;
}
.bibliography-section h2 {
font-size: 2rem;
font-weight: 700;
color: #1e293b;
margin-bottom: 2rem;
}
.bib-item {
background: white;
padding: 1.5rem;
border-radius: 8px;
margin-bottom: 1rem;
border-left: 4px solid #0645ad;
}
.bib-item:last-child {
margin-bottom: 0;
}
.bib-citation {
font-weight: 600;
color: #1e293b;
margin-bottom: 0.5rem;
}
.bib-details {
color: #64748b;
font-size: 0.9rem;
line-height: 1.6;
}
/* Section headers */
.section-header {
font-size: 2.5rem;
font-weight: 700;
color: var(--text-primary);
margin-bottom: 2rem;
text-align: center;
transition: color 0.3s ease;
}
/* Responsive design */
@media (max-width: 768px) {
.main-title {
font-size: 4rem;
}
.subtitle {
font-size: 1.2rem;
}
.authors {
font-size: 1rem;
}
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<li><a href="#abstract">Abstract</a></li>
<li><a href="#evaluation">Evaluation</a></li>
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<li><a href="#bibtex">BibTeX</a></li>
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<!-- Title Section -->
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<img id="theme-logo" src="assets/logo.png" alt="QuantAgent Logo" style="width: 7rem; height: 7rem; object-fit: contain;">
<span style="font-size: 4.0rem; font-weight: 800; color: var(--text-primary); line-height: 1.0;">QuantAgent:</span>
</div>
<span style="display: block; font-size: 1.875rem; font-weight: 800; color: var(--text-primary); line-height: 1.0; letter-spacing: -0.02em;">
Price-Driven Multi-Agent LLMs for High-Frequency Trading</span>
</h1>
<div class="fade-in-delay-1 authors" style="font-family: 'Inter', sans-serif; font-weight: 400 !important; font-size: 1.3rem;">
<span><a href="https://machineily.github.io/" class="author-link">Fei Xiong</a><sup>1,2 ★</sup></span>
<span><a href="https://wyattz23.github.io" class="author-link">Xiang Zhang</a><sup>3 ★</sup></span>
<span><a href="https://scholar.google.com/citations?user=hFhhrmgAAAAJ&hl=en" class="author-link">Aosong Feng</a><sup>4</sup></span>
<span><a href="https://intersun.github.io/" class="author-link">Siqi Sun</a><sup>5</sup></span>
<span><a href="https://chenyuyou.me/" class="author-link">Chenyu You</a><sup>1</sup></span>
</div>
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font-weight: 400 !important; font-size: 1.15rem; color: var(--text-affiliations); line-height: 1.5;">
<div><sup>1</sup>Stony Brook University
<sup>2</sup>Carnegie Mellon University
<sup>3</sup>University of British Columbia </div>
<div>
<sup>4</sup>Yale University
<sup>5</sup>Fudan University
<sup>★</sup>
Equal Contribution</div>
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Paper
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Code
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</section>
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<h2 class="section-header fade-in-delay-4">Abstract</h2>
<div class="fade-in-delay-5" style="background: linear-gradient(135deg, var(--bg-secondary) 0%, var(--bg-tertiary) 100%); padding: 2.5rem;
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<p style="font-size: 1.2rem; color: var(--text-secondary); line-height: 1.6; margin-bottom: 1.5rem;">
Recent advances in Large Language Models (LLMs) have demonstrated impressive capabilities in financial reasoning
and market understanding. However, existing LLM frameworks for High-Frequency Trading (HFT) face significant
limitations in terms of latency, interpretability, and the ability to handle real-time market dynamics.
We introduce QuantAgent, the first multi-agent LLM framework specifically designed for HFT, which decomposes
trading into four specialized agents: Indicator, Pattern, Trend, and Risk.
</p>
<p style="font-size: 1.2rem; color: var(--text-secondary); line-height: 1.6;">
Our framework leverages structured financial priors and language-native reasoning to achieve superior performance
in zero-shot evaluations across ten financial instruments, including Bitcoin and Nasdaq futures, in terms of
predictive accuracy and cumulative return over 4-hour trading intervals. The results suggest that combining
structured financial priors with language-native reasoning unlocks new potential for traceable, real-time
decision systems in high-frequency financial markets.
</p>
</div>
</section>
<!-- Interactive Tabs Section -->
<section id="interactive-tabs" style="margin-bottom: 8rem;">
<h2 class="section-header">Multi-Agent Interaction</h2>
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<div class="tab-navigation" style="display: flex; justify-content: center; margin-bottom: 0rem; gap: 0.5rem;">
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color: white; border: none; border-radius: 8px; font-weight: 600; font-size: 1rem; cursor: pointer; transition: all 0.3s ease;">
<i class="fas fa-chart-bar" style="margin-right: 0.5rem;"></i>
Indicator Agent
</button>
<button class="tab-btn" data-tab="pattern" style="padding: 1rem 1rem; background: var(--button-secondary);
color: var(--text-secondary); border: none; border-radius: 8px; font-weight: 600; font-size: 1rem; cursor: pointer; transition: all 0.3s ease;">
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Pattern Agent
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<button class="tab-btn" data-tab="trend" style="padding: 1rem 1rem; background: var(--button-secondary);
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Trend Agent
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Decision Agent
</button>
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<div class="tab-content"
style="background: var(--bg-secondary);
border-radius: 16px;
padding: 1rem;
min-height: 400px;
display: flex;
align-items: center;
justify-content: center;
max-width: 1000px;
width: 100%;
margin: 0 auto;
margin-top: 1rem;
transition: background 0.3s ease;">
<!-- Indicator Tab -->
<div class="tab-pane active" id="indicator-tab" style="display: block; width: 100%; max-width: 1100px;">
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<p style="font-size: 1rem; color: var(--text-secondary); line-height: 1.6; max-width: 850px; margin: 0 auto; margin-bottom: 1rem;">
<strong>Indicator Agent</strong>: Comprehensive technical analysis using multiple indicators including RSI, MACD, and Bollinger Bands
to generate robust trading signals with high accuracy.
</p>
<img src="assets/indicator.png" alt="Indicator Agent" style="max-width: 100%;
height: auto; border-radius: 12px; box-shadow: 0 8px 25px -5px rgba(0, 0, 0, 0.1); margin-bottom: 0.2rem;">
</div>
</div>
<!-- Pattern Tab -->
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<div style="text-align: center; max-width: 100%; margin: 0 auto;">
<p style="font-size: 1rem; color: var(--text-secondary); line-height: 1.6; max-width: 850px; margin: 0 auto; margin-bottom: 0.2rem;">
<strong>Pattern Agent</strong>: Sophisticated pattern recognition systems detect classic chart patterns and market structures,
providing reliable signals for trading decisions.
</p>
<img src="assets/pattern.png" alt="Pattern Agent" style="max-width: 100%; height: auto; border-radius: 12px;
box-shadow: 0 8px 25px -5px rgba(0, 0, 0, 0.1); margin-bottom: 0.2rem;">
</div>
</div>
<!-- Trend Tab -->
<div class="tab-pane" id="trend-tab" style="display: none; width: 100%;">
<div style="text-align: center; max-width: 100%; margin: 0 auto;">
<p style="font-size: 1rem; color: var(--text-secondary); line-height: 1.6; max-width: 850px; margin: 0 auto; margin-bottom: 0.2rem;">
<strong>Trend Agent</strong>: Advanced trend detection algorithms identify market direction and momentum patterns,
enabling precise entry and exit timing for optimal trading performance.
</p>
<img src="assets/trend.png" alt="Trend Agent" style="max-width: 100%; height: auto; border-radius: 12px;
box-shadow: 0 8px 25px -5px rgba(0, 0, 0, 0.1); margin-bottom: 0.2rem;">
</div>
</div>
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<strong>Decision Agent</strong>: Intelligent decision-making systems combine multiple data sources and analysis methods
to generate optimal trading strategies with risk management considerations.
</p>
<img src="assets/decision.png" alt="Decision Agent" style="max-width: 100%; height: auto;
border-radius: 12px; box-shadow: 0 8px 25px -5px rgba(0, 0, 0, 0.1); margin-bottom: 0.2rem;">
</div>
</div>
</div>
</section>
<!-- Evaluation Section -->
<section id="evaluation" style="margin-bottom: 8rem;">
<h2 class="section-header">Evaluation Metrics</h2>
<div class="results-content"
style="display: grid;
grid-template-columns: 1fr;
max-width: 1000px;
width: 100%;
margin: 0 auto;">
<div class="results-image" style="max-width: 100%; margin: 0 auto;">
<img src="assets/benchmark.png" alt="Benchmark Asset Properties" style="width: 100%;
height: auto; border-radius: 8px; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1);">
</div>
<div style="text-align: center; margin-top: 0rem;">
<p class="figure-caption" style="font-size: 1rem; color: var(--text-secondary);
line-height: 1.6; max-width: 850px; margin: 0 auto;">
Overview of benchmark assets, including market type, data collection window, and a fixed sample of 5,000 four-hour OHLC bars per asset for consistent comparison.</p>
</div>
</div>
</section>
<!-- Results Section -->
<section id="results" style="margin-bottom: 8rem;">
<h2 class="section-header">Main Results</h2>
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<img src="assets/table1.png" alt="Performance Comparison Table" style="width: 100%; height: auto; border-radius: 8px; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1);">