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AuthorDate: Mon Mar 4 19:19:30 2024 +0000
Automatic Site Publish by Buildbot
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<div class="dropdown-menu"
aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item"
+ href="/papers">Papers</a>
<a class="dropdown-item"
href="/documentation/users">User Guide</a>
<a class="dropdown-item"
@@ -178,19 +180,17 @@
<div class="row">
<div class="col-lg-8">
- <h1 id="announcements">Announcements</h1>
-
-<p>Stay informed about the latest news, updates, and important announcements
related to the Apache Mahout project. This page features release notes,
community updates, and other essential information to help you stay up-to-date
with the project’s progress.</p>
-
-<h2 id="latest-announcements">Latest Announcements</h2>
-
-<h3 id="new-frands-2023-03-02">New Frands (2023-03-02)</h3>
-
-<p>Welcome new PMC member Shanon Quinn and new committer Jowanza Joseph!</p>
+ <h1 id="papers">Papers</h1>
-<hr />
+<ul>
+ <li>
+ <p><a href="/papers/An-Efficient-Quantum-Factoring-Algorithm.html">Summary
of ‘An Efficient Quantum Factoring Algorithm’</a></p>
+ </li>
+ <li>
+ <p><a
href="/papers/Unleashing-the-Potential-of-LLMs-for-Quantum-Computing.html">Summary
of ‘Unleashing the Potential of LLMs for Quantum Computing: A Study in Quantum
Architecture Design’</a></p>
+ </li>
+</ul>
-<p>Visit this page regularly for the latest announcements and updates related
to the Apache Mahout project. We appreciate your continued support and interest
in the project!</p>
</div>
diff --git a/news/2020/10/18/version-14-1-released.html
b/papers/An-Efficient-Quantum-Factoring-Algorithm.html
similarity index 75%
copy from news/2020/10/18/version-14-1-released.html
copy to papers/An-Efficient-Quantum-Factoring-Algorithm.html
index 28cacd156..62c004605 100644
--- a/news/2020/10/18/version-14-1-released.html
+++ b/papers/An-Efficient-Quantum-Factoring-Algorithm.html
@@ -7,11 +7,11 @@
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>
- 14.1 Is Released!
+ Summary of 'An Efficient Quantum Factoring Algorithm'
</title>
- <meta name="description" content="Oh happy day! A lot of work went into this
release with getting the build system to work again so that we can release
binaries. There really weren’t too many...">
+ <meta name="description" content="Author: Oded Regev">
<link rel="stylesheet" href="/assets/css/main.css">
@@ -22,7 +22,7 @@
<link href="https://fonts.googleapis.com/css?family=Maven+Pro:400,500"
rel="stylesheet">
<link href="https://fonts.googleapis.com/css?family=Muli:400,400i,700,700i"
rel="stylesheet">
- <link rel="canonical"
href="http://mahout.apache.org//news/2020/10/18/version-14-1-released.html">
+ <link rel="canonical"
href="http://mahout.apache.org//papers/An-Efficient-Quantum-Factoring-Algorithm.html">
<link rel="alternate" type="application/rss+xml" title="Apache Mahout"
href="/feed.xml">
@@ -81,6 +81,8 @@
aria-haspopup="true"
aria-expanded="false">Documentation</a>
<div class="dropdown-menu"
aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item"
+ href="/papers">Papers</a>
<a class="dropdown-item"
href="/documentation/users">User Guide</a>
<a class="dropdown-item"
@@ -178,22 +180,47 @@
<article class="post" itemscope="itemscope"
itemtype="http://schema.org/BlogPosting">
<header class="post-header">
- <h1 class="post-title" itemprop="name headline">14.1 Is Released!</h1>
+ <h1 class="post-title" itemprop="name headline">Summary of 'An
Efficient Quantum Factoring Algorithm'</h1>
<p class="post-meta">
- <time datetime="2020-10-18T22:16:01+00:00" itemprop="datePublished">
- 2020-10-18 22:16:01 +0000
+ <time datetime="2024-03-04T00:00:00+00:00" itemprop="datePublished">
+ 2024-03-04 00:00:00 +0000
</time>
</p>
</header>
<div class="post-content" itemprop="articleBody">
- <p>Oh happy day! A lot of work went into this release with getting the
build system to work again so that we can release
-binaries. There really weren’t too many new features over 14.0, but binaries
now exist in Maven.</p>
-
-<p>On another note, we had a really exciting “MahoutCon” track at
ApacheCon@home this year. A special thanks to all of our
-speakers, and we plan to post the videos here when we’re able.</p>
-
+ <p>Author: Oded Regev</p>
+
+<p><a href="https://arxiv.org/abs/2308.06572">Original Paper</a></p>
+
+<p>The paper presents an efficient quantum factoring algorithm that can be
used to
+factorize n-bit integers. The algorithm involves running a quantum circuit
with
+˜O(n3/2) gates for √n + 4 times, and then using a polynomial-time classical
+post-processing step. The correctness of the algorithm is based on a
+number-theoretic assumption similar to those used in subexponential classical
+factorization algorithms. The author demonstrates that quantum circuits of
size
+˜O(n3/2) are sufficient for factoring integers, which is an improvement over
+previous algorithms that required larger circuit sizes. The number of qubits
in
+the quantum circuit is O(n3/2), which is higher than the qubit requirement in
+optimized implementations of Shor’s algorithm. However, the depth of the
quantum
+circuit is smaller than Shor’s algorithm, making it more feasible for
+implementation. The paper also discusses the potential implications of the
+algorithm in practice. It is highlighted that the analysis is asymptotic and
the
+algorithm may not be efficient for small values of n. The algorithm may
benefit
+from optimizations in fast integer multiplication and the use of smaller qubit
+counts, similar to optimizations used in Shor’s algorithm. However, it is
+currently unclear if these optimizations can be applied to the proposed
+algorithm. The author concludes by stating that the algorithm provides an
+improvement over Shor’s algorithm in terms of circuit size. However, it
remains
+to be seen if the algorithm can be practically implemented and if it can
provide
+an improvement over Shor’s algorithm for small values of n. The analysis in
the
+paper is based on asymptotics, and it is unclear if hidden constants in the
+algorithm would make it inefficient for small values of n. In summary, the
paper
+presents an efficient quantum factoring algorithm that uses a quantum circuit
+with ˜O(n3/2) gates and a classical post-processing step. The algorithm
provides
+an improvement over previous algorithms in terms of circuit size, but its
+practicality and potential improvements for small values of n remain to be
seen.</p>
</div>
diff --git a/minutes/2020/12/15/weekly-meeting-minutes.html
b/papers/Unleashing-the-Potential-of-LLMs-for-Quantum-Computing.html
similarity index 69%
copy from minutes/2020/12/15/weekly-meeting-minutes.html
copy to papers/Unleashing-the-Potential-of-LLMs-for-Quantum-Computing.html
index 9c16023b3..eecef9b92 100644
--- a/minutes/2020/12/15/weekly-meeting-minutes.html
+++ b/papers/Unleashing-the-Potential-of-LLMs-for-Quantum-Computing.html
@@ -7,11 +7,11 @@
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>
- Weekly Meeting Minutes 2020-12-15
+ Summary of 'Unleashing the Potential of LLMs for Quantum Computing: A
Study in Quantum Architecture Design'
</title>
- <meta name="description" content="Trevor able to do Mahout in-core matrix
addition in Python. Will continue working, but good first step. Want to see POC
that DRMs will also “work” and then w...">
+ <meta name="description" content="Author: Zhiding Liang, Jinglei Cheng, Rui
Yang, Hang Ren, Zhixin Song, Di Wu, Xuehai Qian, Tongyang Li, Yiyu Shi">
<link rel="stylesheet" href="/assets/css/main.css">
@@ -22,7 +22,7 @@
<link href="https://fonts.googleapis.com/css?family=Maven+Pro:400,500"
rel="stylesheet">
<link href="https://fonts.googleapis.com/css?family=Muli:400,400i,700,700i"
rel="stylesheet">
- <link rel="canonical"
href="http://mahout.apache.org//minutes/2020/12/15/weekly-meeting-minutes.html">
+ <link rel="canonical"
href="http://mahout.apache.org//papers/Unleashing-the-Potential-of-LLMs-for-Quantum-Computing.html">
<link rel="alternate" type="application/rss+xml" title="Apache Mahout"
href="/feed.xml">
@@ -81,6 +81,8 @@
aria-haspopup="true"
aria-expanded="false">Documentation</a>
<div class="dropdown-menu"
aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item"
+ href="/papers">Papers</a>
<a class="dropdown-item"
href="/documentation/users">User Guide</a>
<a class="dropdown-item"
@@ -178,19 +180,59 @@
<article class="post" itemscope="itemscope"
itemtype="http://schema.org/BlogPosting">
<header class="post-header">
- <h1 class="post-title" itemprop="name headline">Weekly Meeting Minutes
2020-12-15</h1>
+ <h1 class="post-title" itemprop="name headline">Summary of
'Unleashing the Potential of LLMs for Quantum Computing: A Study in Quantum
Architecture Design'</h1>
<p class="post-meta">
- <time datetime="2020-12-15T22:00:01+00:00" itemprop="datePublished">
- 2020-12-15 22:00:01 +0000
+ <time datetime="2024-03-04T00:00:00+00:00" itemprop="datePublished">
+ 2024-03-04 00:00:00 +0000
</time>
</p>
</header>
<div class="post-content" itemprop="articleBody">
- <p>Trevor able to do Mahout in-core matrix addition in Python. Will
continue working, but good first step. Want
-to see POC that DRMs will also “work” and then will sketch plan.</p>
-
+ <p>Author: Zhiding Liang, Jinglei Cheng, Rui Yang, Hang Ren, Zhixin
Song, Di Wu,
+Xuehai Qian, Tongyang Li, Yiyu Shi</p>
+
+<p><a href="https://arxiv.org/abs/2307.08191">Original Paper</a></p>
+
+<p>This paper discusses the potential of large language models (LLMs),
specifically
+generative pretrained transformers (GPTs), in the field of quantum computing.
+The authors propose a Quantum GPT-Guided Architecture Search (QGAS) model that
+utilizes GPT-4 to recommend high-quality ansatz architectures for variational
+quantum algorithms (VQAs). The ansatz architecture is a crucial component of
+quantum computing and determines the efficiency and accuracy of quantum
+algorithms. The authors conduct experiments using a series of application
+benchmarks, including portfolio optimization, the MaxCut problem, the
Traveling
+Salesman Problem (TSP), and the estimation of molecule ground state energy for
+Lithium Hydride (LiH) and Water (H2O). They compare the performance of the
+ansatz architectures generated by QGAS with existing ansatzes and
+state-of-the-art ansatz architecture search methods. The results show that
QGAS
+outperforms other ansatz architectures in some benchmark applications,
+demonstrating the potential of LLMs in quantum architecture design. The
authors
+highlight the importance of human feedback in guiding the performance of
GPT-4.
+Human experts provide specific guidance and feedback to improve the search
+strategies and evaluate the generated ansatz architectures. The iterative
+feedback loop between human experts and GPT-4 leads to better performance and
+optimization of the quantum circuits. The paper also discusses the limitations
+of GPT in the field of quantum computing. GPT is not a general artificial
+intelligence and cannot think dynamically about quantum physics or make
accurate
+predictions about scientific phenomena in quantum experiments. It also relies
on
+large-scale data models, which may contain biased or misleading information
+about quantum computing. The authors suggest future directions for the
+integration of LLMs, such as GPT, in quantum computing. They propose that GPT
+can be used to design and optimize fault-tolerant quantum algorithms and
assist
+in the calibration of quantum hardware. They also envision GPT playing a role
in
+the simulation of quantum computers and providing agile validation of
+algorithmic innovations. In conclusion, this paper highlights the potential of
+LLMs, specifically GPT, in the field of quantum computing. The QGAS model
+demonstrates the effectiveness of using GPT-4 to generate high-performance
+ansatz architectures for quantum algorithms. The integration of human feedback
+and the power of GPT-4 provides a promising avenue for advancing quantum
+architecture design and optimization. However, the limitations of GPT and the
+challenges of applying LLMs to quantum computing should be considered. The
+authors suggest further research and development to leverage the capabilities
of
+GPT and address the limitations to fully harness the potential of LLMs in
+quantum computing.</p>
</div>
diff --git a/tutorial/2021/06/01/Zeppelin-Quickstart.html
b/tutorial/2021/06/01/Zeppelin-Quickstart.html
index 87b25d088..7775e03c8 100644
--- a/tutorial/2021/06/01/Zeppelin-Quickstart.html
+++ b/tutorial/2021/06/01/Zeppelin-Quickstart.html
@@ -81,6 +81,8 @@
aria-haspopup="true"
aria-expanded="false">Documentation</a>
<div class="dropdown-menu"
aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item"
+ href="/papers">Papers</a>
<a class="dropdown-item"
href="/documentation/users">User Guide</a>
<a class="dropdown-item"