Volume 429
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Hot Topic
Helping AI Recognize Shapes through Event Cameras: Paper by Masato Taki and Colleagues Accepted at NeurIPS 2026
2026-10-09
A paper by Masato Taki, Team Director of the AI as Science Team at RIKEN iTHEMS and Associate Professor at Rikkyo University, together with Soshun Kihara and Shunsuke Yasuki, graduates of Rikkyo University's Graduate School of Artificial Intelligence and Science, has been accepted at NeurIPS 2026, a leading international conference in AI and machine learning.
The researchers used knowledge distillation to transfer what an AI model learned from event-camera data, which capture changes in brightness at individual pixels, to a model processing conventional color images. The resulting model relied more on object shapes than on color or texture and became less sensitive to color changes and fine-grained noise.
For details, please see Rikkyo University's press release via the related link.
Hot Topic
ECL Unit Leader Leo Speidel elected a 2026 AYS Fellow in Life Sciences
2026-10-05
Leo Speidel, a RIKEN ECL Unit Leader at the RIKEN Center for Interdisciplinary Theoretical and Mathematical Sciences (iTHEMS) and RIKEN Pioneering Research Institute(PRI), has been elected as a 2026 Asian Young Scientist (AYS) Fellow in Life Sciences. AYSF is a privately funded research fellowship that aims to encourage and support young scientists in Asia to carry out creative and transformative research. The Fellowship annually selects early-career scientists in three fundamental disciplines: 1) Life Science, 2) Physical Science, and 3) Mathematics and Computer Science. Speidel’s research focuses on the development and application of new mathematical and statistical techniques to reveal human evolution, with the goal of reconstructing genome-wide genealogies across individuals and species. He was selected for this year’s AYSF in recognition of his pioneering achievements.
Award
Tomoki Ozawa was awarded the 30th Matsuo Foundation Hiroshi Takuma Memorial Academic Award
2026-10-08
Tomoki Ozawa, Team Director of the Tohoku University Collaboration Team at RIKEN iTHEMS, has been awarded the 30th (FY2026) Matsuo Foundation Hiroshi Takuma Memorial Academic Award for his research on "Topological physics in AMO systems, particularly synthetic dimensions." The award ceremony will be held on December 7, 2026.
The Matsuo Foundation Hiroshi Takuma Memorial Academic Award is presented annually by the Matsuo Foundation to one researcher who has achieved outstanding results in atomic and molecular physics and quantum electronics.
Congratulations, Tomoki!
Award
Lingxiao Wang Receives 2026 Google TPU Builders Research Award
2026-10-08
Lingxiao Wang, Deputy Team Director of the AI as Science Team at RIKEN iTHEMS, has received the 2026 Google TPU Builders Research Award for his research, "Physics-Driven Diffusion Samplers on TPUs." The award was granted under Google's 2026 Awards for Machine Learning Research and Education with TPUs.
The Google program supports the advancement of machine learning through both foundational and applied research, as well as the design and execution of courses that feature Google TPUs.
The project aims to combine physics-driven generative models with large-scale computing resources to develop efficient and scalable sampling methods for challenging problems in lattice field simulations. This support will help advance research at the intersection of generative AI, high-performance computing, and quantum field theory.
Congratulations, Lingxiao!
Upcoming Events
Workshop
Quantum Computing for Nuclear Physics (QC-NP 2026)
October 13 (Tue) - 16 (Fri) 2026
Join us for a comprehensive workshop on the application of quantum computing to nuclear physics, bringing together experts from around the world to share the latest developments and advancements in this rapidly evolving field. The workshop will cover a broad range of topics, including quantum algorithms, quantum computing hardware, and their applications to lattice field theories, gauge field theories, scattering, nuclear structure, and nuclear astrophysics.
The workshop will provide ample opportunities for participants to exchange ideas, share their research, and initiate new collaborations. Through a combination of presentations and interactive discussion sessions, we aim to foster a collaborative environment that drives innovation and advances our understanding of the intersection of quantum computing and nuclear physics.
[Workshop Schedule]
The workshop will start from the morning of October 13
The banquet will be held on the evening of October 15
[Important Dates]
Registration deadline with oral presentation: August 31, 2026
Recommended to register by: August 31, 2026
[Invited Speakers]
A. Baha Balantekin (University of Wisconsin Madison)
Raul Briceño (University of California Berkeley/Lawrence Berkeley National Laboratory)
Philipp Höhn (Okinawa Institute of Science and Technology
Etsuko Itou (Kyoto University)
Dima Kharzeev (Brookhaven National Laboratory/Stony Brook University)
Yuta Kikuchi (Quantinuum)
Denis Lacroix (IJCLab)
Dean Lee (Michigan State University)
Mario Motta (IBM Quantum)
Takeshi Sato (University of Tokyo)
Ionel Stetcu (Los Alamos National Laboratory)
Paul Stevenson (University of Surrey)
Nathan Wiebe (University of Toronto)
Seiji Yunoki (RIKEN)
[Organizers]
Ermal Rrapaj (Lawrence Berkeley National Laboratory/RIKEN, Chair)
Carlo Barbieri (University of Milan)
Tetsuo Hatsuda (RIKEN)
Masaaki Kimura (RIKEN/University of Tokyo)
Haozhao Liang (University of Tokyo)
Tomoya Naito (University of Tokyo/RIKEN)
Enrico Prati (University of Milan)
Alessandro Roggero (University of Trento)
Takeshi Sato (University of Tokyo)
Venue: Faculty of Science Bldg.1, School of Science, The University of Tokyo, Hongo Campus
Register: Event registration form
Event Official Language: English
Seminar
iTHEMS Seminar
From data to cohomologies of digraphs, to representations of categories
October 13 (Tue) 10:30 - 12:00, 2026
Luigi Caputi (Research Fellow, Department of Mathematics, University of Bologna, Italy)
Motivated by applications to topological data analysis, in the last years we have been witnessing a growing interest in new (topological, homological, categorical) features associated to graphs. The aim of the talk is to describe a recently developed (co)homology theory of directed graphs, called multipath cohomology, whose definition is inspired by Khovanov homology of knots. We will show its relations with more established invariants, such as chromatic homology of graphs, Hochschild homology of algebras, and matching complexes. If time allows it, we will show that the ranks of multipath cohomology, when restricted to graphs with bounded genus, grow at most polynomially in the number of edges, and that the order of its torsion is bounded. This will depend upon structural properties of (the representation category of) graphs, such as its Noetherianity properties.
Venue: #359, 3F, Main Research Building, RIKEN Wako Campus / via Zoom
Event Official Language: English
Workshop
Majorana Modes: Fundamentals, Status & Directions
October 13 (Tue) - 16 (Fri) 2026
Workshop Overview
Majorana modes lie at the heart of contemporary condensed-matter physics, exhibiting non-Abelian exchange statistics; when protected by topology, they are robust against environmental perturbations. Here, “Majorana mode” is used broadly to include a localized zero-energy Majorana state (a Majorana zero mode) and chiral Majorana edge states with gapless dispersion crossing zero energy.
This three-day in-person workshop returns to fundamentals and open questions. It opens with a tutorial session on the afternoon of October 13 for non-experts and adjacent fields, and emphasizes rigorous theory–experiment dialogue, robust methodology, and concrete benchmarks for realizing and testing Majorana modes.
Participants
Experimentalists and theorists working on Majorana modes
Researchers in adjacent fields (quantum materials, superconductivity, mesoscopic physics)
Graduate students and postdocs interested in entering the field
Topics include (non-exhaustive)
Majorana zero modes in a variety of nanostructures
Chiral Majorana edge states in quantum spin liquids and other platforms
Disorder, interactions, and realistic device modeling
Experimental diagnostics and “smoking gun” signatures
Topological Quantum Spin Systems
Venue: Okochi Hall, 1F Laser Science Laboratory, RIKEN
Register: Event registration form
Event Official Language: English
Seminar
iTHEMS Biology Seminar
Finding your rhythm in a complex acoustic environment
October 14 (Wed) 13:00 - 14:00, 2026
Kim Hoke (Professor, Department of Biology, Colorado State University, USA)
My lab integrates genetic, transcriptomic, morphological, and physiological mechanisms to understand the striking diversity of behavior. This talk will focus on recent work on frog acoustic communication. Although the basic acoustic features of frog calls differ reliably among species, individual males of the same species differ in some acoustic properties and female frogs use those male-male differences in mate choice. And for many species, this communication is occurring in very dense choruses which can reach hundreds of males! Our current work assesses which features of calls are characteristic of individuals and how males adjust their calling based on their social environments. We hope to trace how overall chorus dynamics emerge from individual call strategies playing out in time and space, and link those individual strategies to neurobiological mechanisms. We also address the complementary question of female preferences: how do females integrate over a series of signals in this cacophony to make mate choice decisions? Together these lines of research adopt a systems approach to understand how the robust genetic and developmental processes that produce species-specific behaviors have evolved to generate the striking diversity of communication strategies frogs employ.
Venue: Seminar Room #359, Seminar Room #359, 3F Main Research Building, RIKEN / via Zoom
Event Official Language: English
Seminar
iTHEMS Seminar
AI and Scientific Discovery
October 19 (Mon) 13:00 - 14:00, 2026
Joseph Ledsam (Google Health Lead, Japan, Google Japan)
Artificial intelligence is having a transformative impact on health and scientific discovery. This presentation will trace the evolution from foundational breakthroughs to the sophisticated capabilities of today's large-scale AI models. It will explore how these advanced systems are creating new possibilities across the healthcare landscape, from accelerating therapeutic development to enhancing diagnostic processes and interpreting complex medical data. The session will also take a deeper look at the future possibilities for AI in health and explore the emerging role of agentic AI in scientific discovery. The core theme is the responsible development of AI to create tools that assist scientists, support healthcare professionals, and empower users.
Bio:
Dr Joseph Ledsam leads Google Health in Japan, where he works across AI research, digital health and health in Google products. He has led research in medical AI, genomics and drug discovery published in journals including Nature, Nature Medicine and Nature Methods. Before moving to Japan he worked as a medical doctor in the UK, and founded the Health Research and Genomics teams in Google DeepMind. He obtained his medical degree from The University of Leeds, UK, and was a research fellow at University College London during his clinical residency.
Venue: #435-437, Main Research Building, RIKEN Wako Campus / via Zoom
Event Official Language: English
Workshop
Mini-Workshop: Quantum Frontiers — From Molecules to Quarks and the EIC
October 20 (Tue) 9:45 - 17:00, 2026
== Mini-workshop Program ==
9:45 - 10:15
Erik Loetstedt (RIKEN)
Rovibrational energy levels of molecules by quantum computing
10:15 - 10:45
Ryusuke Hamazaki (RIKEN)
Quantum many-body Mpemba effect through resonances
10:45 - 11:15
Yang-yang Tan (U. Tokyo)
Generative Modeling of Stochastic Dynamics for Long-Time Evolution
11:15 - 11:45
Yan Lyu (RIKEN)
Charmonia scattering from lattice QCD
11:45 - 13:00
Lunch
13:00 - 13:30
Arata Yamamoto (RIKEN)
Quantum anomaly for benchmarking quantum computing
13:30 - 14:00
Tianyin Li (RIKEN)
Efficient Quantum Simulations of Yang-Mills theory with Maximal-tree Gauge
14:00 - 14:30
Yahui Chai (RIKEN)
Probing Resonances through Real-Time Particle Scattering
14:30 - 15:00
Ermal Rrapaj (LBL)
Quantum Simulations of Two-Dimensional Non-Abelian Adjoint String Breaking
15:00 - 15:30
Coffee Break
15:30 - 17:00
Dima Kharzeev (U. Connecticut)
Quantum Simulations of Entanglement in Jet Production and Structure Functions at the EIC
Venue: Seminar Room #359, Seminar Room #359, 3F Main Research Building, RIKEN / via Zoom
Event Official Language: English
Seminar
RIKEN Quantum SeminarQuantum Computation SG Seminar
Data assimilation with the full covariance on a fault-tolerant quantum computer
October 21 (Wed) 15:00 - 16:30, 2026
Takemasa Miyoshi (Team Principal, Data Assimilation Research Team, RIKEN Center for Computational Science (R-CCS))
Data assimilation (DA) is the core of numerical weather prediction, estimating an accurate state of the weather model by combining forecast and observations. DA provides a general approach and is being applied to various problems beyond weather. The state estimation is a linear solve where the background error covariance B is essential. Since B is an N × N matrix with N ~ 10^8 to 10^9 for the weather model, the full B has never been used. For decades the community has approximated B by parameterized covariance models or by low-rank ensembles with localization and thereby discards genuine structures that we know exist from large-ensemble experiments. Fault-tolerant quantum computing (FTQC) could remove this constraint, since quantum linear system solvers scale polylogarithmically in N. However, the DA equations cannot be applied naively: the observation-space form squares the block-encoding normalization factor for observations with wide footprints, and the state-space form contains B^{-1}, whose condition number ~10^8. This talk presents a combined state-observation formulation that avoids both difficulties: it contains no B^{-1}, and its condition number is governed by the observation error covariance R rather than by B. Numerical experiments with the Lorenz-96 model reproduce the exact solution with the full B and outperform localized ensemble Kalman filters. The formulation assumes that B and the observation operator are provided as block-encoded oracles, and how to construct such oracles without ever storing the matrices is the open problem. A first concrete target is an end-to-end demonstration with Lorenz-96 on a quantum simulator with only seven data qubits, which I would like to discuss with the iTHEMS community.
Reference
- Miyoshi, T., Quantum-ready formulation for uncompromised data assimilation with high-rank covariances, Phys. Rev. Research 8, 033287 (2026), doi: 10.1103/x91t-v327
Venue: Seminar Room #359, 3F Main Research Building, RIKEN / via Zoom
Event Official Language: English
Seminar
Born-Oppenheimer EFT: an unified description of ordinary and exotic quarkonia
October 27 (Tue) 13:30 - 15:00, 2026
Nora Brambilla (Professor, TUM School of Natural Sciences, Technical University of Munich, Germany)
We show how the Born--Oppenheimer effective field theory (BOEFT) provides a unified description of ordinary and exotic quarkonia grounded on the non-relativistic expansions of QCD and supplemented with lattice QCD inputs. We show applications of the BOEFT to tetraquarks, pentaquarks, quarkonium hybrids and on threshold effects in the quarkonium spectrum. We present the insights that BOEFT delivers us on the mature of these XYZ exotics states.
Venue: via Zoom
Event Official Language: English
Seminar
iTHEMS Math Seminar
Maximal Enhancements in Eight-Dimensional Non-Supersymmetric Heterotic Strings
October 30 (Fri) 10:30 - 12:00, 2026
Yuefeng Liu (Academic Researcher, Institute for Advanced Study,, Kyushu University)
We classify maximally enhanced, rank-preserving non-supersymmetric heterotic strings in eight dimensions by studying orbifolds of supersymmetric heterotic strings on T^2.We first review the construction in nine dimensions, where it reproduces the 95 maximally semisimple enhancement points obtained from previous extended-Dynkin analyses. We then start from the maximally enhanced supersymmetric Narain points in eight dimensions and use Kac's theorem to enumerate candidate order-two inner actions, retaining only those that lift to consistent Narain-lattice shifts. This gives 1210 maximal enhancement points, of which 71 are tachyon-free, and 25 have neither tachyons nor shifted-sector massless scalars. For each entry we determine the gauge algebra and the low-lying scalar and fermion spectra, and for the tachyon-free cases we evaluate the one-loop cosmological constant. For the 25 subcases without shifted-sector massless scalars, we further compute the Hessian of the one-loop potential and test the refined de Sitter swampland conjecture.
Venue: Seminar Room #359, Seminar Room #359, 3F Main Research Building, RIKEN / via Zoom
Event Official Language: English
Seminar
ABBL-iTHEMS Joint Astro Seminar
Quantum Creation of the Universe: Reassessing the No-Boundary and Tunneling Proposals
October 30 (Fri) 14:00 - 15:00, 2026
Hiroki Matsui (Researcher, Osaka Central Advanced Mathematical Institute, Osaka Metropolitan University)
How was our Universe created? This is one of the most fundamental questions in cosmology. Quantum cosmology attempts to answer it by using a "wave function of the Universe," and for four decades the discussion has been dominated by two proposals: the no-boundary proposal of Hartle and Hawking, and the tunneling proposal of Vilenkin. The two predict very different initial states for our Universe, yet for a long time there was no common framework in which they could be exactly analyzed and compared.
In this talk I will begin with a pedagogical introduction to the wave function of the Universe and to the Lorentzian path integral formulation based on Picard-Lefschetz theory, which makes the gravitational path integral well defined without the ambiguities of the traditional Euclidean approach and allows both proposals to be treated on the same footing. I will then present our recent results. Using Lefschetz-thimble analysis together with resurgence theory, we resolve the Stokes-line ambiguity that had obscured earlier analyses and show that the path integral uniquely yields the tunneling wave function rather than the no-boundary one. The no-boundary saddles nevertheless leave a trace: their contributions exactly cancel the Borel ambiguity of the perturbative quantum-gravity corrections around the tunneling saddle, demonstrating that resurgence is at work in quantum cosmology. I will also discuss what changes beyond general relativity, using Hořava-Lifshitz gravity as a concrete UV-complete example.
Venue: Hybrid Format (3F #359 and Zoom), Main Research Building, RIKEN Wako Campus / via Zoom
Event Official Language: English
Meeting
Mathematical Application Research Team Meeting
Mathematical Application Research Team Meeting #20
October 30 (Fri) 15:30 - 16:45, 2026
Yuya Kodama (Assistant Professor, Graduate School of Science and Engineering, Kagoshima University)
Mathematical Application Research Team is delighted to welcome Prof. Kodama Yuya from Kagoshima University for an upcoming team meeting. We warmly invite everyone to join us to hear his talk.
Title: Thompson's groups and knot theory
Abstract:
Thompson’s groups were introduced by Richard Thompson in the 1960s. They first appeared in mathematical logic, but they have since been studied in many other areas of mathematics. For example, they were rediscovered in homotopy theory, and some researchers have tried to use them in cryptography. In 2014, Vaughan Jones found an interesting connection between Thompson’s groups and knot theory. In this talk, I will first introduce Thompson’s groups and some of their connections with other areas. I will then explain the basic idea of Jones’s theory. If time permits, I will also mention my joint work with Takano of Osaka University.
Venue: via Zoom / #359, 3F, Seminar Room #359, 3F Main Research Building, RIKEN
Event Official Language: English
Seminar
NPPSG Seminar
Scaling regimes of the 1D Kuramoto-Sivashinsky equation
November 5 (Thu) 17:00 - 18:30, 2026
Liubov Gosteva (Ph.D. Student, LPMMC, Université Grenoble Alpes, France)
The Kuramoto-Sivashinsky (KS) equation describes various phenomena exhibiting chaos and instabilities, including flames, reaction-diffusion processes, and thin liquid film flows. It resembles the Kardar-Parisi-Zhang (KPZ) equation, with the key difference being the negative "viscosity" in the KS equation. The KS equation is known to belong to the KPZ universality class: at large scales, its statistical properties are governed by the KPZ fixed point, characterized by the dynamical exponent $z=3/2$ and a known PDF of fluctuations. In this talk, I will analyze the stochastic KS equation using the functional renormalization group (FRG). In this framework, attractive fixed points of the FRG equation determine large-scale universal behavior, while unstable fixed points govern small-scale universal behavior. I will show that the two-point correlation function exhibits, besides the KPZ scaling at large scale, another universal scaling regime at small scale, with $z=1$. This scaling is very robust as it is intrinsic to the KS dynamics. It arises from the vanishing of the effective viscosity when evolving from its microscopic negative KS value, to its macroscopic effective positive KPZ value. I will also present results from direct numerical simulations, which confirm these findings.
References
- L. Gosteva, D. Roy, N. Wschebor, and L. Canet, Inviscid scaling in the Kuramoto-Sivashinsky equation from functional renormalization group and direct numerical simulations, arXiv: 2605.23364
- L. Gosteva, N. Wschebor, and L. Canet, Scaling regimes of the Kuramoto-Sivashinsky equation from the functional renormalization group, arXiv: 2607.15784
Venue: via Zoom
Event Official Language: English
Workshop
Holography and Observables in Quantum Gravity
November 9 (Mon) - 13 (Fri) 2026
Keiichiro Furuya (Project Researcher, Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU), The University of Tokyo)
Moshe Rozali (Professor, The University of British Columbia, Canada)
Tadashi Takayanagi (Professor, Yukawa Institute for Theoretical Physics, Kyoto University)
Mengyang Zhang (Project Researcher, Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU), The University of Tokyo)
Martin Sasieta (Postdoctoral Researcher, University of California, Berkeley, USA)
Pawel Caputa (Professor, Stockholm University, Sweden)
In the past 20 years, there has been significant progress in our understanding of quantum gravity based on AdS/CFT. Recently, study of quantum gravity beyond AdS/CFT attracts a lot of attention, where there is no longer an asymptotically AdS boundary on which we can perform measurements with infinite accuracy. Thus it is important to understand observables in gravitational spacetimes with no asymptotic AdS boundaries, what an observer experiences and measures in such a spacetime, and what is the microscopic theory that describes them. This workshop aims to gather researchers in the this subject to exchange cutting edge ideas, aiming to establish new research directions and collaborations.
Venue: via Zoom / Okochi Hall, 1F Laser Science Laboratory, RIKEN / Thursday only, Suzuki Umetaro Hall, 1F Bioscience Building, RIKEN
Register: Event registration form
Event Official Language: English
Seminar
ComSHeL Seminar
A non-negative matrix factorization-based approach to integrating multimodal omics data with automatically tuned hyperparameters
November 16 (Mon) 14:00 - 15:00, 2026
Dorothy Ellis (Postdoctoral Researcher, Laboratory for Integrative Genomics, RIKEN Center for Integrative Medical Sciences (IMS))
Venue: via Zoom
Event Official Language: English
Seminar
Quantum Computation SG Seminar
Quantum Simulation of Non-Equilibrium Dynamics in SU(2) and SU(3) Lattice Gauge Theories
November 24 (Tue) 15:00 - 16:30, 2026
Xiaojun Yao (Research Assistant Professor, University of Washington, USA)
Venue: Seminar Room #359, 3F Main Research Building, RIKEN / via Zoom
Event Official Language: English
Workshop
KEK(-iTHEMS) Theory Workshop 2026
November 25 (Wed) - 27 (Fri) 2026
Hirotaka Hayashi (Professor, Department of Physics, School of Science, Tokai University)
Hikaru Kawai (Visiting Professor, Nambu Yoichiro Institute of Theoretical and Experimental Physics (NITEP), Osaka Metropolitan University)
Takato Mori (Assistant Professor, Department of Physics, Faculty of Science, Rikkyo University)
Masaya Nakagawa (Assistant Professor, Department of Physics, Graduate School of Science, The University of Tokyo)
Masaki Shigemori (Professor, Department of Physics, Graduate School of Science, Nagoya University)
Tadashi Takayanagi (Professor, Yukawa Institute for Theoretical Physics, Kyoto University)
Norihiro Tanahashi (Program-Specific Associate Professor, Department of physics, Graduate School of Science, Kyoto University)
Tatsuya Yamaoka (Ph.D. Student, Department of Physics, Graduate School of Science, The University of Osaka)
The KEK Theory Workshop is an annual workshop on string theory and quantum field theory.
Since 2014, it has been held every winter as an international workshop and has become one of the major annual events in the high-energy physics community in Japan.
This year’s workshop will be held on site at the KEK Tsukuba Campus from November 25 to 27, and it will be jointly organized with RIKEN iTHEMS.
The workshop this year aims to provide a forum for extensive discussions on recent developments in string theory, matrix models, gauge/gravity duality, black-hole microstates, lattice constructions of chiral gauge theories, and open quantum systems.
Venue: Seminar Hall, Building 3, KEK Tsukuba Campus
Register: Event registration form
Event Official Language: English
Seminar
Quantum Computation SG Seminar
Hamiltonian simulation: Standard algorithms and recent developments
December 17 (Thu) 10:30 - 17:00, 2026
Kaoru Mizuta (Associate Professor, Center for Quantum Information and Quantum Biology, The University of Osaka)
This is a lecture-style seminar of quantum computation. The tentative schedule consists of three slots: 10:30-12:00, 13:30-15:00, and 15:30-17:00. Due to equipment limitations, the blackboard might not be visible on Zoom, so we recommend attending in person.
Venue: Seminar Room #359, 3F Main Research Building, RIKEN / via Zoom
Event Official Language: English
Seminar
DEEP-IN Seminar
Optimal transport: Thermodynamics, biological information processing and generative models
January 18 (Mon) 13:30 - 15:00, 2027
Sosuke Ito (Associate Professor, Graduate School of Science, The University of Tokyo)
This is a joint seminar co-hosted by Institute for Physics of Intelligence (iπ), UTokyo, and the Venue is #1042,10F of Science Bldg.1
Optimal transport theory is a useful theoretical framework for geometrically characterizing the distance between probability distributions.
It is not only used in recent research on generative models but has also been applied to detect information-processing capabilities in biological systems from a statistical perspective, and to discuss thermodynamic efficiency. In this seminar, I will begin with an introduction to optimal transport theory, and also discuss our research on its various applications.
More specifically, I will discuss the following topics: 1) The problem of minimizing entropy production within a finite time and its experimental testing. 2) The application of optimal transport to the training of generative models, specifically diffusion models, and their optimal protocols. 3) Quantifying information processing performance using optimal transport in biological signal transduction.
References
- Mintu Nandi, Sosuke Ito, Decoding cell signaling via optimal transport and information theory, arXiv: 2602.18028
- Kotaro Ikeda, Tomoya Uda, Daisuke Okanohara, Sosuke Ito, Speed-Accuracy Relations for Diffusion Models: Wisdom from Nonequilibrium Thermodynamics and Optimal Transport, arXiv: 2407.04495
Venue: Faculty of Science Bldg.1, School of Science, The University of Tokyo, Hongo Campus / via Zoom
Event Official Language: English
Meeting
iTHEMS NOW & NEXT
iTHEMS NOW & NEXT 2027
July 13 (Tue) - 15 (Thu) 2027
We will hold our annual gathering, **“iTHEMS NOW & NEXT 2027,” from July 13 to 15, 2027**.
iTHEMS NOW & NEXT has traditionally been a two-day in-house event, providing an important opportunity for all iTHEMS members, including visiting researchers and new members, to gain a comprehensive overview of current activities across iTHEMS, to learn about research beyond their own fields, and to discuss where iTHEMS should go next.
In 2027, we will **expand NOW & NEXT from two to three days** and, for the first time, invite leading researchers from outside iTHEMS across a broad range of research fields. While the first two days will retain the main character of our traditional in-house gathering, the extended three-day format is intended to create a broader opportunity for scientific exchange and, in particular, to enable leading researchers from outside iTHEMS to become better acquainted with our research activities and with the researchers who make up the iTHEMS community.
As in previous years, the program will present activities across iTHEMS, including those of its divisions, research teams, working groups, and study groups, together with research presentations and poster sessions by iTHEMS members. Particular emphasis will be placed on communication across disciplinary and organizational boundaries and on identifying emerging research directions and opportunities for new collaborations.
The additional third day will build on the presentations and discussions of the preceding two days and provide an opportunity for invited researchers to gain a deeper understanding of the breadth and strengths of research at iTHEMS and to interact directly with our members. We hope that these exchanges will not only introduce iTHEMS and its researchers more widely to leading scientists in different fields, but also bring new perspectives to our community and open possibilities for future scientific interactions and collaborations.
Through this expanded three-day NOW & NEXT 2027, we hope to share where iTHEMS is now and where it is heading next, both within our own community and with leading researchers from outside iTHEMS, and to explore together new possibilities for the future development of iTHEMS.
Venue: 2F Large Conference Room, Administrative Headquarters, RIKEN Wako Campus / via Zoom
Event Official Language: English
Paper of the Week
Week 2, October 2026
2026-10-08
Title: Quantum Algorithms for Finding Vacua in the ADK Landscape
Author: Shirabe Endo, Yuta Hamada
arXiv: http://arxiv.org/abs/2610.07439v1
Title: Spin-1 Bulk Local States in AdS/CFT and Carrollian Holography
Author: Peng-Xiang Hao, Kotaro Shinmyo, Kenta Suzuki, Yu-ki Suzuki, Shunta Takahashi
arXiv: http://arxiv.org/abs/2610.07548v1
Title: Gravitational-wave Echoes Beyond the Hubble Time from Quantum Black Holes
Author: Che-Yu Chen, Naritaka Oshita, Yuki Yokokura
arXiv: http://arxiv.org/abs/2610.05886v1
Title: Entanglement Requires Fluctuations at Conformal Interfaces
Author: Yuya Kusuki, Kosei Suzuyama, Yin Tang
arXiv: http://arxiv.org/abs/2610.02309v1
Title: XMM-Newton Resolves Parsec-scale X-ray Jets in the PeVatron Microquasar V4641 Sgr
Author: Naomi Tsuji, Caterina Tresoldi, Kaya Mori, Hiromasa Suzuki, Matthew Lundy, Dmitry Khangulyan, Samar Safi-Harb, Laura Olivera-Nieto, Felix Aharonian, Shotaro Abe, Zhen Cao, Sabrina Casanova, Maria Chernyakova, Yi-Heng Chi, Stephane Corbel, E. de la Fuente, Hua Feng, Tatsuki Fujiwara, Noa Grollimund, Dezhi Huang, Yoshiyuki Inoue, Ryohei Kanazashi, Shigeo S. Kimura, Marianne Lemoine-Goumard, Jonathan Mackey, Alessio Marino, Samaresh Mondal, Kai Morita, Maxime Parra, Gabriele Ponti, Brian Reville, Megumi Shidatsu, Shunya Takekawa, Michelle Tsirou, Xiaojie Wang, Heshou Zhang, Ping Zhou
arXiv: http://arxiv.org/abs/2610.02966v1
Title: Quantum Krylov Learning
Author: Shunji Matsuura, Yoji Kawamura, Joseph Salfi, Satoshi Iso
arXiv: http://arxiv.org/abs/2610.00537v1
Title: Generative Modeling of Stochastic Dynamics for Long-Time Evolution
Author: Yang-yang Tan, Jinyang Li, Lingxiao Wang
arXiv: http://arxiv.org/abs/2610.00546v1
Title: Dissipation-Sensitivity Trade-Off in Dissipative Bosonic Systems
Author: Kohei Yoshimura, Ryusuke Hamazaki
arXiv: http://arxiv.org/abs/2610.01112v1
Title: Quantum computing for neuroscience: opportunities beyond classical limits
Author: Annemarie Wolff, Alexandre Choquette, Georg Northoff, Atsushi Iriki, Guillaume Dumas
Journal Reference: Nat. Rev. Neurosci. (2026)
doi: https://doi.org/10.1038/s41583-026-01083-9
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