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<!DOCTYPE html>
<html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Daniel HUANG</title>
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<body>
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<!-- <h1 id="colorlib-logo" class="mb-4 mb-md-5"><a href="#" style="background-image: url(images/me.jpg);">HUANG Daniel<br><br>黄建源</a></h1> -->
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<img src="./images/me.jpg" class="mb-4" style="border-radius: 50%; width: 200px; height: 200px;">
<h3>Daniel HUANG<br>黄建源</h3>
<p>Double Master Student @THU & @TSP
<p>
<nav id="colorlib-main-menu" role="navigation">
<ul>
<li class="colorlib-active"><a href="#">Home</a></li>
<li><a href="#">About</a></li>
<li><a href="#">Contact</a></li>
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Copyright © 2024 All rights reserved.
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<div class="col-md-12 portfolio-wrap">
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<a class="col-md-6 img js-fullheight d-flex align-items-center justify-content-center"
style="background-image: url(./images/expel.png); height: calc(70vh - 100px);">
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<div class="px-4 px-lg-4">
<div class="desc">
<div class="top">
<span class="subheading">August 2023<br>The 38th Annual AAAI
Conference on Artificial Intelligence.</span>
<h2 class="mb-4"><a href="./images/expel.png">ExpeL: LLM Agents are
Experiential Learners</a></h2>
</div>
<div class="absolute">
<p>The recent research interest in using large language models
(LLMs) for decision-making tasks has grown due to their world
knowledge. Customizing LLMs for specific tasks is
resource-intensive and may reduce generalization. Leading models
like GPT-4 and Claude are mainly accessible through APIs, making
their weights proprietary. This highlights the need for new
methods to learn from experiences without updating parameters.
Introducing the Experiential Learning (ExpeL) agent, which
autonomously gathers experiences and knowledge from training
tasks in natural language. During inference, it recalls insights
and past experiences to make informed decisions. Empirical
results show ExpeL's consistent performance enhancement as it
accumulates experiences. It also demonstrates emerging
capabilities and transfer learning potential through qualitative
observations and experiments.</p>
</div>
<p style="text-align: right;">
<a href="https://arxiv.org/pdf/2308.10144.pdf"
class="custom-btn">Paper</a>
<a href="https://andrewzh112.github.io/#expel"
class="custom-btn">Website</a>
<a href="https://github.com/LeapLabTHU/ExpeL"
class="custom-btn">Code</a>
</p>
</div>
</div>
</div>
</div>
</div>
</div>
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class="col-md-6 order-md-last img js-fullheight d-flex align-items-center justify-content-center"
style="background-image: url(./images/tsinghua.png); height: calc(70vh - 100px);">
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<div class="top">
<span class="subheading">September 2022 - July 2024<br>Beijing,
China.</span>
<h2 class="mb-4"><a href="./images/tsinghua.png">Tsinghua University
ACP - MSc</a></h2>
</div>
<div class="absolute">
<p>The Advanced Computing Program at Tsinghua University is a
master's degree offering a comprehensive curriculum in computer
science, emphasizing cutting-edge topics like machine learning
and big data. It's distinguished by its international
collaborations and strong industry connections, facilitating a
diverse academic environment and practical learning
opportunities. The program is hosted by Tsinghua's highly
reputed Department of Computer Science and Technology, known for
its significant contributions in computer science research and
education.</p>
</div>
<p><a href="https://ac.cs.tsinghua.edu.cn/"
class="custom-btn">Website</a></p>
</div>
</div>
</div>
</div>
</div>
</div>
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<div class="row no-gutters align-items-center">
<a href="./images/TSP.svg"
class="col-md-6 img js-fullheight d-flex align-items-center justify-content-center"
style="background-image: url(./images/TSP.svg); height: calc(70vh - 100px);">
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<div class="top">
<span class="subheading">September 2020 - July 2024<br>Evry,
France.</span>
<h2 class="mb-4"><a href="./images/TSP.svg">Telecom SudParis - BSc &
MSc</a></h2>
</div>
<div class="absolute">
<p>Telecom SudParis, founded in 1979 and formerly known as Télécom
INT, is a prestigious engineering school in France. It is a
member of the Institut Mines-Télécom and Institut Polytechnique
de Paris. The school offers diverse engineering programs and
focuses on digital sciences and technology. Known for its
project-based learning and international outlook, it provides
students with opportunities for global experience and linguistic
skills, including compulsory English and other language options.
Telecom SudParis also engages closely with the business world,
integrating entrepreneurial elements into its programs and
supporting innovative ICT projects through its business
incubator</p>
</div>
<p><a href="https://www.telecom-sudparis.eu/"
class="custom-btn">Website</a></p>
</div>
</div>
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