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	<title>立命館大学数理科学科 &#187; 数理ファイナンスセミナー</title>
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	<description>立命館大学理工学部数理科学科です。幅広い領域での数学の研究・活用を通して人類の福祉と発展に貢献できる人材を育成することを目標としています。</description>
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		<title>Math-Fi seminar on 2 Jul. (Co-organized as a Quantum Walk Seminar)</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2321</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2321#comments</comments>
		<pubDate>Thu, 02 Jul 2026 01:24:37 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2321</guid>
		<description><![CDATA[Date: 2 Jul. (Thu.)
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:50-19:00
Trung Dung Vuong (VNU-HCMHigh School for the Gifted）
Toru Fuda (Kokushikan University)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Date: 2 Jul. (Thu.)</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Time: 16:50-19:00</span></span><br />
		&nbsp;</li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Speaker 1: <span data-olk-copy-source="MessageBody" style="color: black; direction: ltr;">Trung Dung Vuong</span>&nbsp; (<span data-olk-copy-source="MessageBody" style="color: black; direction: ltr;">VNU-HCMHigh School for the Gifted</span>）</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Time:16:50-17:50</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Title: Polar paths for generalized quantum fidelities</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Abstract:</span></span></li>
</ul>
<div style="margin-left: 40px;">
	<div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">This talk is based on the generalized-fidelity framework introduced by Afham and Ferrie, together with recent developments from my preprint on polar fidelities, Holevo bases, and unitary factors of generalized fidelity. In this framework, a base point \[</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">F_R(P,Q)</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">=</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">\Tr\!\left[</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">(R^{1/2}PR^{1/2})^{1/2}R^{-1}</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">(R^{1/2}QR^{1/2})^{1/2}</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">\right].</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">\]</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">The framework recovers the Uhlmann, Holevo, and Matsumoto fidelities through special choices of the base.</span></span></div>
		<div>&nbsp;</div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">\hspace{1cm}</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">I will discuss recent progress on the \(x\)-polar paths \(R=P^x\) and \(R=Q^x\). In particular, the associated polar fidelities form a monotone bridge from the Matsumoto fidelity to the Uhlmann fidelity, passing through the Holevo fidelity. I will also explain how this approach solves several fixed-pair realization and base-selection problems, including pointwise recovery of \(z\)-fidelities and the Log-Euclidean fidelity, the classification of Holevo bases, and the unitary factors arising from generalized fidelity. Along the way, I will mention several related open questions motivated by these results.</span></span></div>
		<div>&nbsp;</div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">\hspace{1cm}\textbf{Keywords:} \textit{Generalized quantum fidelity,</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">polar fidelity,</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Uhlmann fidelity,</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Holevo fidelity,</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Matsumoto fidelity,</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Log-Euclidean fidelity,</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">positive definite matrices,</span></span></div>
		<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">open problems}.</span></span></div>
	</div>
	<div>&nbsp;</div>
</div>
<ul>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Speaker 2: <font color="#000000">Toru Fuda</font> (Kokushikan University)</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Time:18:00-19:00</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Title:量子ウォークはいつ検出されるか：測定・初検出時刻・残余検出時間</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Abstract:</span></span></li>
</ul>
<div style="margin-left: 40px;">
	<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">古典的なランダムウォークでは、ある集合に初めて到達する時刻は自然な確率変数として定義される。一方、量子ウォークでは、測定を指定しなければ「いつ到達したか」は確率変数として定義されない。また、「検出されなかった」という観測結果は、単なる情報更新ではなく、状態そのものを変化させる。</span></span></div>
	<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">本講演では、古典ランダムウォークや簡単な二点量子ウォークの例から出発し、量子ウォークにおける測定、初検出時刻、生存確率、残余検出時間について説明する。特に、ユニタリ発展 U、検出射影 P、非検出射影 Q=I-P に対して、非検出発展 T=QU を考え、時刻 n まで未検出だったという条件の下で、さらにどれくらい検出されずに残るかを調べる。</span></span></div>
	<div><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">有限次元の例では残余時間は幾何型になり、現在時刻と同じスケールの残余時間は残らない。一方、無限系や臨界的な状況では、生存確率のべき乗型減衰に由来して、スケール不変な残余時間分布が現れ得る。最後に、一次元 coined quantum walk や split-step quantum walk の局所検出との関係にも触れる。</span></span></div>
</div>
<br />
]]></content:encoded>
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		<item>
		<title>Math-Fi seminar on 25 Jun.</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2318</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2318#comments</comments>
		<pubDate>Thu, 25 Jun 2026 03:44:08 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2318</guid>
		<description><![CDATA[Date: 25 Jun. (Thu.)
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:50-19:00
Speaker 1: Junichiro Matsuda (Ritsumeikan University)
Speaker 2: Vu Thi Huong (University of Transport and Communications)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Date: 25&nbsp;Jun. (Thu.)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time: 16:50-19:00</span></span><br />
		&nbsp;</li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker 1: Junichiro Matsuda (Ritsumeikan University)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time:16:50-17:50</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title:&nbsp;Recent approaches to expander quantum graphs</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:</span></span></li>
</ul>
<div style="margin-left: 40px;">
	<div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">The notion of quantum graph was introduced in the early 2010s motivated by quantum information theory. Quantum graphs are a non-commutative analogue of classical graphs, replacing the function algebra over the vertices with a non-commutative algebra and considering the quantum adjacency matrix acting on it. As in the classical case, we can characterize several properties of quantum graphs in terms of the spectrum of the related operators, e.g., connectedness, bipartiteness, and expanders. Expanders are families of $d$-regular graphs with a common lower bound of the spectral gap, on which the random walk expands rapidly.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">In this talk, I will overview recent approaches to expander quantum graphs, and discuss possible definitions of quantum walks on quantum graphs.</span></span></div>
		<div>&nbsp;</div>
	</div>
</div>
<ul>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker 2: <span data-olk-copy-source="MessageBody" style="color: black;">Vu</span>&nbsp;Thi Huong (University of Transport and Communications)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time:18:00-19:00</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title:&nbsp;Some results on Caputo stochastic fractional delay differential equations</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:</span></span></li>
</ul>
<div style="margin-left: 40px;">
	<div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">This talk consists of two parts.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Part I. A brief overview of recent developments on Caputo stochastic fractional delay differential equations. The main topics include</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">• Well-posedness and regularity for solutions of Caputo stochastic fractional</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">delay differential equations.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">• Variation-of-constants formulas</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">• Stability analysis.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">• Several estimates for integrals involving singular kernels of the form (t −</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">s)</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">1−α, as well as matrix Mittag–Leffler functions Eα,α</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">(t − s)</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">αB</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;"></span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">and</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Eα,α</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">(t − s)</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">αB</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;"></span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">. A key ingredient in these analyses is the exploitation of</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">the structural properties of the matrix Mittag–Leffler function Eα,α</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">(t −</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">s)</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">αB</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;"></span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">in combination with the Jordan canonical form and a Djrbashiantype summation formula.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">• Several numerical approximation schemes for this class of equations that</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">have been developed in the existing literature.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Part II. I will present some recent results from a joint work with my coauthors, which has been submitted to the Journal of Computational and Applied</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Mathematics under the title Stability and Infinite-Time Convergence of the θMittag–Leffler Euler–Maruyama Approximation for Stochastic Fractional Delay</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Differential Equations. This work is joint work with Prof. Ngo Hoang Long,</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Hanoi National University of Education and Dr. Phan Thi Huong, Le Quy Don</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Technical University.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">This paper establishes, for the first time, the strong convergence of numerical</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">approximations over infinite time intervals for stochastic fractional delay differential equations. In contrast to existing results on finite horizons, where error</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">bounds typically depend on Mittag–Leffler functions that grow with the terminal</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">time, we establish a time-uniform error estimate. The analysis is based on a suitable weighted norm combined with stability properties of the linear part, which</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">allows us to control the singular kernels and the memory terms. Under suitable assumptions, we establish the uniform moment boundedness, stability, and</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">global-in-time strong convergence rate of the θ-Mittag–Leffler Euler–Maruyama</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">scheme. Numerical experiments illustrate the theoretical results and confirmthe</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">effectiveness of the method over long time intervals.</span></span></div>
	</div>
</div>
<br />
]]></content:encoded>
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		<item>
		<title>Math-Fi seminar on 18 Jun. (Co-organized as a Quantum Walk Seminar)</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2313</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2313#comments</comments>
		<pubDate>Tue, 16 Jun 2026 07:58:12 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2313</guid>
		<description><![CDATA[Date: 18 Jun. (Thu.)
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:50-19:00
Speaker 1:  Hirotaka Akatsuka (Otaru University of Commerce）
Speaker 2: VU HUY HOANG (UC Santabarbara)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Date: 18&nbsp;Jun. (Thu.)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time: 16:50-19:00</span></span><br />
		&nbsp;</li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker 1: Hirotaka&nbsp;Akatsuka （Otaru University of Commerce）</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time:16:50-17:50</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title:&nbsp;リーマンゼータ関数に対する深リーマン予想について</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:</span></span></li>
</ul>
<div style="margin-left: 40px;">
	<div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">リーマンゼータ関数は素数を走る積表示であるオイラー積表示と, sと1-sの間の</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">関係式である関数等式を持つ. オイラー積の絶対収束域と関数等式を用いること</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">で, 実部が1より大の領域と実部が0より小の領域におけるゼータ関数の零点の位</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">置を容易に特定することができる.&nbsp; 一方で, 上記領域とその境界を除いた部分(</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">実部が0より大かつ1未満)は臨界帯領域と呼ばれ, オイラー積を直接的に用いる</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">ことができない. そのため, 臨界帯領域における零点を調べるには様々な工夫が</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">必要である.</span></span></div>
		<div>&nbsp;</div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">本講演では, 臨界帯領域にある各点においてx以下の素数を走る部分オイラー積を考え,</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">xを無限大に飛ばしたときの漸近挙動を考察する. 特に, オイラー積の漸近挙動</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">を素数定理の誤差評価やリーマンゼータ関数の零点分布のしかるべき予想と結び付ける.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">そして, 関数等式の中心点s=1/2におけるオイラー積の漸近挙動で定式化される,</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">深リーマン予想を解説する.</span></span></div>
		<div>&nbsp;</div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">本講演では, 講演者の古い結果を複雑になりすぎない範囲で概説する予定である.</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">時間に余裕があれば, オイラー積の漸近挙動の応用（約数関数の評価など）につ</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">いても言及したい.</span></span></div>
	</div>
	<div>&nbsp;</div>
</div>
<ul>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker 2:&nbsp;<!--StartFragment--><span data-olk-copy-source="MessageBody" style="color: black;">VU HUY HOANG</span>&nbsp;(UC Santabarbara)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time:18:00-19:00</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title:Quantum Walks: A Stochastic Analysis and Potential Application to Optimization Problems</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Abstract:</span></span></li>
</ul>
<div style="margin-left: 40px;"><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">We introduce quantum walks and its potential application to combinatorial optimization problems. Quantum walk, a counterpart of random walk in the quantum realm, is traditionally studied via combinatorial approach or Fourier analysis, and is rarely seen under stochastic analysis. We propose a new probabilistic representation of the quantum walk, starting with the Mochalnov formula, originally employed in the study of Schrodinger operators on multidimensional integer lattices. This representation can be used to study the solution of Dirac&#8217;s PDEs. The validity of our representation is empirically confirmed through a benchmark analysis of the Hadamard walk, demonstrating high fidelity with traditional unitary evolution. Our results suggest that this probabilistic lens offers a powerful tool and new analytical pathways for investigating quantum dynamical systems, associated with optimization problems, via classical stochastic processes.</span></span></div>
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		<title>Math-Fi seminar on 4 Jun. (Co-organized as a Quantum Walk Seminar)</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2306</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2306#comments</comments>
		<pubDate>Thu, 04 Jun 2026 03:08:51 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2306</guid>
		<description><![CDATA[Date: 4 Jun. (Thu.)
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 17:00-19:10
Speaker 1: Santhosh K. Pamula(IISER, Mohali)
Speaker 2: Takuya Machida (Nihon University) ]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Date: 4 Jun. (Thu.)</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Time: 17:00-19:10</span></span><br />
		&nbsp;</li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker 1:&nbsp;Santhosh K. Pamula (IISER, Mohali)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time:17:00-18:00</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title: Structure of local completely contractive maps</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:</span></span></li>
</ul>
<div style="margin-left: 40px;">
	<div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Local completely contractive maps are a particular class of continuous linear maps on</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">locally C∗-algebras, which are inverse limit of inverse system of C∗-algebras in the category of</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">topological ∗-algebras. In this talk, we present a structure theorem for unbounded operator valued</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">local completely contractive map ψ on a locally C∗-algebra A. There is a unique commutant</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">operator T in the structure of ψ with norm at most 2. We show that the operator T is a contraction</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">if and only if the block map</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Φ= φ ψ</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">&nbsp; &nbsp; &nbsp; ψ∗ φ</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">defined on M2(A) is local completely positive, for some local completely positive and local</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">completely contractive map φ on A. In general, such a map φ may not exist for a given ψ, we</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">illustrate this situation with an example. However, we prove a block representation of ψ in the sense</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">that there always exist a local completely positive and local completely bounded map φ such that Φ</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">is a local completely positive map. This is a joint work with R. Siddique</span></span></div>
		<div>&nbsp;</div>
	</div>
</div>
<ul>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker 2: Takuya Machida&nbsp;(Nihon&nbsp;University)&nbsp;</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time:18:10-19:10</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title:<span style="caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0); -webkit-text-size-adjust: auto;">非局在化状態を初期状態とする量子ウォークの極限分布</span></span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:</span></span>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">2002年に局在化状態を初期状態とする量子ウォークの長時間極限分布が導出されてから（Konno [1]），ある1点（局在化状態）から出発する量子ウォークに対する多くの極</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">限分布・極限定理が明らかにされてきた。その一方で，非局在化状態を初期状態とする量子ウォークに対する極限定理の数理研究は，これまでに多くは行われていない。量子の特徴として，量子は異なる状態を重ね合わせの状態でとることができる。量子ウォーカーも重ね合わせの状態として異なる場所に同時に存在することができ，量子ウォークの初期状態として非局在化状態を考えることは不自然なことではない。本講演では，非局在化状態を初期状態とする量子ウォークに対して得られる長時間極限分布を紹介する。具体的な例とともに，局在化初期状態で出発する量子ウォークの極限分布との違いを見ていく。講演内容は、Machida [2,3]に基づく。</span></span></div>
		<div>&nbsp;</div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">[1] Norio Konno, Quantum random walks in one dimension, Quantum Information</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Processing, 1(5), 345-354 (2002).</span></span></div>
		<div>&nbsp;</div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">[2] Takuya Machida, Realization of the probability laws in the quantum</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">central limit theorems by a quantum walk, Quantum Information and</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Computation, Vol.13 No.5&amp;6, pp.430-438 (2013).</span></span></div>
		<div>&nbsp;</div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">[3] Takuya Machida, A quantum walk with a delocalized initial state:</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">contribution from a coin-flip operator, International Journal of Quantum</span></span></div>
		<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Information, Vol.11, No.5, 1350053 (2013).</span></span></div>
		<div>&nbsp;</div>
	</li>
</ul>
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		<title>Math-Fi seminar on 21 May.</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2302</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2302#comments</comments>
		<pubDate>Thu, 21 May 2026 04:05:29 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2302</guid>
		<description><![CDATA[Date: 21 May. (Thu.) 
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:50-18:20
Speaker :  Naoki Masuda (University of Michigan)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Date: 21&nbsp;May. (Thu.)&nbsp;</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Time: 16:50-18:20</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Speaker :&nbsp; Naoki Masuda&nbsp;(University of Michigan)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title: 高次ネットワーク上の意見形成確率モデル</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:&nbsp;</span></span></li>
</ul>
<div style="margin-left: 40px;">
	<div><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">本講演では、まず、ネットワーク科学という研究分野の簡単な紹介を行う。次に、いくつかの種類の高次ネットワーク上の進化ダイナミクスの研究について紹介する。進化ダイナミクスは、本研究の範囲で言えば、平たく言うと、集団意見形成ダイナミクスを表す確率過程である。高次ネットワークとしては、近年のネットワーク科学で盛んに研究されている構造でもあるハイパーグラフ、多層ネットワーク、テンポラル（＝ネットワーク自体が時間変化する）・ネットワークを考える。（逆に、高次でないネットワークは、典型的なネットワーク、すなわち数学で言う「グラフ」のことを表す。）これらの高次ネットワーク上での上記確率過程の振る舞いは、典型的なネットワークの上での同じ確率過程と比べてかなり異なる。具体的には、ネットワークが進化の「増幅器」でありやすいか、「抑制器」でありやすいか、が異なる。このことを、マルチンゲール解析、数値計算などによって示す。</span></span></div>
	<div>&nbsp;</div>
</div>
<br />
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		<title>Math-Fi seminar on 14 May.</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2300</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2300#comments</comments>
		<pubDate>Thu, 14 May 2026 02:51:49 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[セミナー]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2300</guid>
		<description><![CDATA[Date: 14 May. (Thu.) 
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:50-18:20
Speaker :  Alessio Rondelli ((University of Bologna)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Date: 14&nbsp;May. (Thu.)&nbsp;</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Time: 16:50-18:20</span></span></li>
	<li><span style="font-size: 14px;"><span style="font-family: arial, helvetica, sans-serif;">Speaker :&nbsp; Alessio Rondelli&nbsp;(University of Bologna)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title: McKean-Vlasov SDEs and particle systems: What, Why and How.</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:&nbsp;</span></span></li>
</ul>
<div style="margin-left: 40px;"><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;"><span style="color: rgb(0, 0, 0); word-spacing: 1px;">McKean-Vlasov SDEs are a class of Stochastic Differential Equations</span><br style="color: rgb(0, 0, 0); font-family: arial, sans-serif; font-size: small; word-spacing: 1px;" />
	<span style="color: rgb(0, 0, 0); word-spacing: 1px;">where the coefficients depend upon the marginals of the solution. Their</span><br style="color: rgb(0, 0, 0); font-family: arial, sans-serif; font-size: small; word-spacing: 1px;" />
	<span style="color: rgb(0, 0, 0); word-spacing: 1px;">study is justified by their usefulness in modeling the evolution of</span><br style="color: rgb(0, 0, 0); font-family: arial, sans-serif; font-size: small; word-spacing: 1px;" />
	<span style="color: rgb(0, 0, 0); word-spacing: 1px;">multi-agent systems using the mean-field approximation. Both classical</span><br style="color: rgb(0, 0, 0); font-family: arial, sans-serif; font-size: small; word-spacing: 1px;" />
	<span style="color: rgb(0, 0, 0); word-spacing: 1px;">and modern techniques are presented for strong and weak well-posedness</span><br style="color: rgb(0, 0, 0); font-family: arial, sans-serif; font-size: small; word-spacing: 1px;" />
	<span style="color: rgb(0, 0, 0); word-spacing: 1px;">and the concept of propagation of chaos gets explored.</span></span></span></div>
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		<title>Math-Fi seminar on 23 Apr. (Co-organized as a Quantum Walk Seminar)</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2297</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2297#comments</comments>
		<pubDate>Thu, 23 Apr 2026 07:15:53 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2297</guid>
		<description><![CDATA[Date: 23 Apr. (Thu.)
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:50-17:50
Speaker : Hiromichi OHNO (Shinshu University)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size:14px;"><span style="font-family: arial, helvetica, sans-serif;">Date: 23&nbsp;Apr. (Thu.)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family: arial, helvetica, sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family: arial, helvetica, sans-serif;">Time: 16:50-17:50</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family: arial, helvetica, sans-serif;">Speaker : Hiromichi OHNO&nbsp;(Shinshu&nbsp;University)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family: arial, helvetica, sans-serif;">Title: Maze solving by quantum walk</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family: arial, helvetica, sans-serif;">Abstract:&nbsp;</span></span></li>
</ul>
<div style="margin-left: 40px;"><span style="font-size:14px;">本講演では，グラフを迷路に見立て，スタートとゴールを設定し，グローバーウォークを用いてスタートからゴールまでの経路を発見するアルゴリズムについて解説する．このアルゴリズムでは，量子ウォークの収束することは示せているが，収束先の確率分布から経路を発見できるかどうかは部分的な解答しか得られていない．これらの内容について数学的な証明を与えながら，具体的ないくつかの例を紹介する．</span></div>
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		<title>Math-Fi seminar on 17 Apr.</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2295</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2295#comments</comments>
		<pubDate>Thu, 16 Apr 2026 07:41:03 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

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		<description><![CDATA[Date: 17 Apr. (Thu.) 
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:20-17:50
Speaker :  Antoine Jacquier (Imperial College)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Date: 17&nbsp;Apr. (Thu.)&nbsp;</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time: 16:20-17:50</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker :&nbsp; Antoine Jacquier (Imperial College)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title:&nbsp;Quantum Computing, a new toolbox for Stochastic Analysis &amp; Machine Learning?</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:&nbsp;</span></span></li>
</ul>
<div style="margin-left: 40px;"><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">We are interested here in recent developments in Quantum Computing from an algorithmic standpoint and with a view towards applications (with an emphasis on Mathematical Finance and Stochastic Analysis). We shall in particular focus on Universal Approximations theorems for Parameterised Quantum Circuits as well as on the links between (partial) measurements of Quantum systems and Stochastic diffusions.</span></span></div>
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		<title>Math-Fi seminar on 9 Apr. (Co-organized as a Quantum Walk Seminar)</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2291</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2291#comments</comments>
		<pubDate>Thu, 09 Apr 2026 06:15:09 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2291</guid>
		<description><![CDATA[Date: 9 Apr. (Thu.) 
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 16:50-17:50
Speaker :  Yohei Tanaka (Ritsumeikan University)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Date: 9 Apr. (Thu.)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Time: 16:50-17:50</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Speaker : Yohei Tanaka (Ritsumeikan University)</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Title:&nbsp;On understanding chiral unitaries via real parts</span></span></li>
	<li><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">Abstract:&nbsp;</span></span></li>
</ul>
<div style="margin-left: 40px;"><span style="font-size:14px;"><span style="font-family:arial,helvetica,sans-serif;">We study unitary operators with chiral symmetry, that is, unitary operators associated with a fixed involution. Such operators naturally arise in the study of quantum walks and related areas. A standard approach is to decompose the underlying Hilbert space according to this symmetry, which leads to a convenient block representation. In this framework, we focus on the real part of the unitary and use it as a useful tool to understand its spectral structure. Based on this viewpoint, we present several related topics and results, illustrating how the real-part perspective provides a simple and unified way to analyze chiral unitaries.</span></span></div>
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		<title>Math-Fi seminar on 2 Apr.</title>
		<link>http://www.math.ritsumei.ac.jp/home2/?p=2287</link>
		<comments>http://www.math.ritsumei.ac.jp/home2/?p=2287#comments</comments>
		<pubDate>Tue, 07 Apr 2026 01:51:01 +0000</pubDate>
		<dc:creator><![CDATA[horie]]></dc:creator>
				<category><![CDATA[2026年度]]></category>
		<category><![CDATA[数理ファイナンスセミナー]]></category>

		<guid isPermaLink="false">http://www.math.ritsumei.ac.jp/home2/?p=2287</guid>
		<description><![CDATA[Date: 2 Apr. (Thu.) 
Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)
Time: 12:00-13:30
Speaker :  VU HUY HOANG (University of California, Santa Barbara)
Commentator :  Ju-Yi Yen (University of Cincinnati)]]></description>
				<content:encoded><![CDATA[<ul>
	<li><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">Date: 2&nbsp;Apr. (Thu.)&nbsp;</span></span></li>
	<li><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">Place: West Wing, 6th floor, Colloquium Room and on the Web (zoom)</span></span></li>
	<li><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">Time: 12:00-13:30</span></span></li>
	<li><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">Speaker :&nbsp;&nbsp;VU HUY HOANG&nbsp;(University of California, Santa Barbara)</span></span></li>
	<li><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">Commentator&nbsp;:&nbsp; Ju-Yi Yen&nbsp;(University of Cincinnati)</span></span></li>
	<li><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">Title: Molchanov&#8217;s Formula and Quantum Walks: A Probabilistic Approach&nbsp;</span></span></li>
	<li><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">Abstract:&nbsp;</span></span></li>
</ul>
<div style="margin-left: 40px;"><span style="font-family: arial, helvetica, sans-serif;"><span style="font-size: 14px;">This paper establishes a robust link between quantum dynamics and classical ones by deriving a probabilistic representation for both continuous-time and discrete-time quantum walks. We first adapt the Molchanov formula, originally employed in the study of Schrodinger operators on multidimensional integer lattices, to characterize the evolution of continuous time quantum walks. Extending this framework, we develop a probabilistic method to represent discrete time quantum walks on an infinite integer line, bypassing the locality constraints that typically inhibit direct application of the Molchanov formula. The validity of our representation is empirically confirmed through a benchmark analysis of the Hadamard walk, demonstrating high fidelity with traditional unitary evolution. Our results suggest that this probabilistic lens offers a powerful alternative for learning multidimensional quantum walks and provides new analytical pathways for investigating quantum systems via classical stochastic processes.</span></span></div>
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