- Comp-neuro - lists.cnsorg.org

New Frontiers in Associative Memories workshop at ICLR 2025
by Dmitry Krotov Feb. 5, 2025

Feb. 5, 2025

Dear Friends and Colleagues, We would like to advertise the call for papers for the New Frontiers in Associative Memories workshop at ICLR 2025. New architectures and algorithms, memory-augmented LLMs, energy-based models, Hopfield networks, associative memory and diffusion, and many other exciting topics. Please consider sharing this information with your students, postdocs, and anyone who might be interested. Website: https://nfam.vizhub.ai Submissions via Open Review: https://openreview.net/group?id=ICLR.cc/2025/Workshop/NFAM Deadline: February 14, 2025 EOD AOE Best wishes, Julia Kempe, Dmitry Krotov, Hilde Kuehne, Dan Lee, Sara Solla

1 0

Workshop on Themes across Control and Reinforcement Learning (24-25 March, 2025), at CWI, Amsterdam, Netherlands
by Aditya Gilra Feb. 5, 2025

Feb. 5, 2025

Dear all, We invite registrations for a workshop on Themes across Control and Reinforcement Learning: https://www.cwi.nl/en/events/cwi-research-semester-programmes/workshop-them… Control theory and reinforcement learning converge on a shared objective: facilitating autonomous, real-time decision-making to optimize dynamical processes. Historically, these disciplines have diverged in assumptions regarding available prior information and in analytical techniques applied. However, recent advances bridging the two domains are fostering collaborations. As part of a research semester on Control Theory and Reinforcement Learning at CWI, Amsterdam, NL, we have a workshop on broad themes across these topics.Date: 24-25 March 2025Venue: CWI (Research Institute for Mathematics and Computer Science), Amsterdam, Netherlands We have a line-up of renowned speakers:Ann Nowé, Vrije Universiteit Brussel, BelgiumBert Kappen, Radboud Univ, Nijmegen, NetherlandsDavide Grossi, Univ of Amsterdam, University of Groningen, NetherlandsFrans Oliehoek, TU Delft, NetherlandsHarri Lähdesmäki, Aalto University, FinlandJens Kober, TU Delft, NetherlandsSean Meyn, Univ. of Florida, USASofie Haesert, Eindhoven University of Technology, Netherlands Please register at the earliest!https://www.cwi.nl/en/events/cwi-research-semester-programmes/workshop-themes-across-control-and-reinforcement-learning/ Looking forward to seeing you!Organizers of the research semester programme. Download and advertise the poster.

1 0

Save the Date! COMPLEX NETWORKS 2025 – December 9-11, Binghamton, New York, USA
by Hocine Cherifi Feb. 5, 2025

Feb. 5, 2025

The *14th International Conference on Complex Networks & Their Applications (COMPLEX NETWORKS 2025)* will take place in *Binghamton, New York, USA, from December 9 to 11, 2025*! This annual event brings together *leading researchers, practitioners, and industry experts* to discuss cutting-edge advances in *network science, graph machine learning, complex systems and computational social science*. *📌** Key Details* 📅 *Conference Dates:* December 9-11, 2025 🎓 *Tutorials:* December 8, 2025 📍 *Location:* Binghamton, New York, USA 📖 *Proceedings Published by Springer* Stay tuned! The *Call for Papers* will be officially launched soon, inviting submissions in *network science, graph learning, social networks, biological systems, smart cities, and more*. Mark your calendar, and don’t miss this exciting opportunity to share your research with the global community! 📩 *Want to stay updated?* visit https://complexnetworks.org/ Best regards, *COMPLEX NETWORKS 2025 Organizing Committee*

1 0

CAJAL course on Neuroscience and AI, 14 Jul - 1 Aug, 2025, Lisbon
by Sinz, Fabian Feb. 4, 2025

Feb. 4, 2025

Dear colleagues, We are organizing a new CAJAL Course on Neuroscience and AI. The course is an exciting opportunity for early-career researchers interested in NeuroAI. This intensive course will provide participants with hands-on training in deep learning, computational modeling, and AI-driven approaches to neuroscience research. Participants will work with an exciting line-up of world-class faculty to explore how AI can help model and understand brain function and behavior. 📅 Course Dates: 14 July - 1 August 2025 📍 Location: Champalimaud Foundation, Lisbon, Portugal ⏳ Application Deadline: March 7th 2025 💡 Stipends are available 🔗 Apply here: https://form.jotform.com/Cajal_training/neuroai-2025-applications Course Directors: Fabian Sinz - Georg August University Göttingen, Germany Leyla Isik - Johns Hopkins University, USA Mariya Toneva - Max Planck Institute for Software Systems, Germany Srini Turaga - HHMI Janelia Research Campus, USA Faculty Include: Jacob Yates – UC Berkeley, USA Martin Schrimpf – EPFL, Switzerland Maria Eckstein – Google DeepMind, UK Patrick Mineault – Amaranth Foundation, USA Carsen Stringer – HHMI Janelia Research Campus, USA Chris Summerfield – Oxford University, UK John Krakauer – Champalimaud, Portugal Memming Park – Champalimaud, Portugal Andreas Tolias – Stanford, USA Jonathan Pillow – Princeton University, USA Shailee Jain – UC San Francisco, USA Through hands-on tutorials and project work, participants will gain expertise in: Deep learning for vision and language (CNNs, transformers) Reinforcement learning algorithms State space models for neural time series Machine learning for biophysical models of neuronal circuits Please share with anyone who might be interested! Thanks for helping us spread the word! On behalf of the organizers, — Fabian Sinz — Dr. Fabian Sinz Professor for Machine Learning, Göttingen University Adjunct Assistant Professor, Baylor College of Medicine https://sinzlab.org/

1 0

postdoc in energetics of cognition (U Montréal)
by Becket Ebitz Feb. 3, 2025

Feb. 3, 2025

The Noise lab (PI: Becket Ebitz) at the Université de Montréal is looking for postdoctoral research associates for a project focused on understanding the energetics of exploratory behavior in humans and rhesus macaques. The project is focused on identifying links between statistical measures of the dynamics of cognitive states and the metabolic demands of the brain and body. We know that a diversity of perspectives improves and invigorates our work and we encourage applications from people from all backgrounds and with all identities. *About the environment:* We are a systems/cognitive neuroscience lab working on decision-making and executive function. The lab is highly sociable, values kindness, cooperation, and a good work-life balance, and covers costs related to professional development, conference travel, computers and supplies, and eligible moving expenses. We prize collaboration and most projects in the lab are led by teams of students and postdocs who are excited about sharing their skills and expertise. More information about our research is available on our website (http://ebitzlab.com) and in our recent papers. The lab is located in the Department of Neurosciences at the Université de Montréal (UdeM) and part of a number of research centers, including the Centre Interdisciplinaire de Recherche sur le Cerveau et l’Apprentissage (CIRCA; Center for interdisciplinary research on the brain and learning) and Unifying Neuroscience-AI Quebec (UNIQUE). UdeM is one of the top research institutions in Canada and is especially well known for its work in data science, machine learning and AI (i.e. the world-renowned Mila Research Institute and IVADO, a $210 million Canada-First Research Excellence Fund program). The ideal candidate will be excited about building connections and collaborations across campus. *Position details:* Research projects in the lab involve behavioral and physiological experiments in humans, large-scale electrophysiology studies in the rhesus macaque, and computational modeling. We are open to candidates who are excited to focus on any and all of these techniques. This specific project is funded by the US Air Force Office of Scientific Research. Its goal is to understand how and why high-stress, energetically-demanding environments compromise cognitive flexibility. The project will build on computational and experimental techniques we developed in the lab to measure the neural computations involved in cognitive flexibility and characterize their energetic costs in the brain and body. The ideal candidate(s) will be excited to take the lead on their project(s), coordinating with technical staff, other students and postdocs, the PI, and other collaborators for support as needed. There are opportunities for international collaboration, including in analyzing human intracranial recording data, patient behavioral and/or imaging data, and rodent fiber photometry data. The postdoctoral researcher will also have opportunities to mentor undergraduate and graduate students and to participate in professional development activities related to their long-term career goals. *Basic Qualifications:* - PhD expected or obtained in Neuroscience, Psychology, or Physiology, or computationally-intensive field (i.e. Math, Physics, or Engineering). - A record of academic productivity including several conference presentations and at least one manuscript in press. *Preferred Qualifications:* - Extensive programming experience (ideally with Matlab and/or Python). - Previous experience in collecting and analyzing neurophysiology data. - If working with NHPs, previous experience with NHPs or other large mammals. - Familiarity with dynamical systems theory, control theory, and/or linear algebra. - Solid written and oral communication skills in English. *How to Apply:* Please send a pdf of your CV to becket(a)ebitzlab.com. In your email, please describe 1) why you are interested in the position, and 2) your previous research. We will begin reviewing applications immediately and continue until the positions are filled. The start date is negotiable.

1 0

Save the Date: International Artificial Intelligence Summer School – IAISS 2025, Sept 21-25, Riva del Sole Resort & SPA @ Tuscany * Early Registration: by 23 March *
by ICAS Organizing Committee Feb. 3, 2025

Feb. 3, 2025

* Apologies for multiple copies. Please forward to anybody who might be interested, thanks. * SAVE THE DATE: IAISS 2025 Early Registration: by 23 March #IAISS2025, A Residential Summer School in AI & Generative AI for Science and Engineering IAISS 2025 is a full-immersion 5-day Summer School in Tuscany on cutting-edge advances in AI and Generative AI with lectures delivered by world-renowned experts. Riva del Sole Resort & SPA @ Tuscany, Italy, Sept 21-25, 2025 https://2025.iaiss.cc iaiss(a)icas.cc EARLY REGISTRATION: by March 23 (AoE) https://2025.iaiss.cc/registration/ Oral Presentation Submission Deadline: by March 23 (AoE) Applicant *may* submit (during the Registration Process) a research abstract (max 2 pages; any format) for presentation. School directors and the scientific committee will review the abstracts and will recommend for poster and/or short talk. Abstract must be submitted by Sunday March 23, 2025 during the registration process. LECTURERS: Each Lecturer will hold up to four lectures on one or more research topics. Yuki Asano, University of Technology Nuremberg, Germany Pierre Baldi, University of California, Irvine, CA, USA Lucas Beyer, OpenAI, Zürich, Switzerland Wessel Bruinsma, Microsoft Research Amsterdam, The Netherlands Sam Buchanan, Toyota Technological Institute at Chicago, USA Floris Geerts, University of Antwerp, Belgium Sven Giesselbach, Fraunhofer Institute - IAIS, Germany & Telecom Systems Chin-Wei Huang, Microsoft Amsterdam, The Netherlands Vicky Kalogeiton, École Polytechnique Paris, France Thomas Kipf, Google DeepMind, USA Yi Ma, University of California, Berkeley, USA Abigail See, Google DeepMind, London, UK Michal Valko, Meta Paris, France More Speakers TBA TUTORIAL SPEAKERS: Druv Pai, University of California, Berkeley, USA Yaodong Yu, University of California, Berkeley, USA Peng Wang, University of Michigan, Ann Arbor, USA https://2025.iaiss.cc/lecturers/ https://2025.iaiss.cc/lectures/ VENUE: https://2025.iaiss.cc/venue/ Riva del Sole Resort & SPA Località Riva del Sole‚ Castiglione della Pescaia (Grosseto) CAP 58043‚ Tuscany‚ Italy p: +39-0564-928111 e: booking.events(a)rivadelsole.it w: https://www.rivadelsole.it/en/ REGISTRATION: https://2025.iaiss.cc/venue/ CERTIFICATE & 8 ECTS: The International Artificial Intelligence Summer School – IAISS 2025 is a full-immersion five-day Summer School at the Riva del Sole Resort & SPA (Castiglione della Pescaia – Grosseto – Tuscany, Italy) on cutting-edge advances in AI and Generative AI with lectures delivered by world-renowned experts. The Summer School provides a stimulating environment for PhD students, Post-Docs, junior academics (only up to assistant professors), early career researchers, and industry leaders (and highly motivated, promising and brilliant Master students / BSc students). Participants will also have the chance to present their results with talks, and to interact with their colleagues, in a convivial, professional and productive environment. PhD students, PostDocs, Industry Practitioners and Junior Academics (only up to assistant professors) will be typical profiles of the IAISS attendants. The Summer School will involve a total of 36–40 hours of lectures, according to the academic system the final achievement will be equivalent to 8 ECTS points for the PhD Students (and some strongly motivated Master Student – BSc Student) attending the Summer School. Language: English. To participate in the IAISS 2025, all attendants must (1/2) register for the school (by March 23, 2025) and (2/2) book accommodation at the school venue, “Riva del Sole Resort & SPA” (by July 23, 2025); all attendants must stay at the “Riva del Sole Resort & SPA”. Once accommodation has been booked at “Riva del Sole Resort & SPA“, the participant must send this information (including the Booking Number) to the IAISS organizing committee (iaiss(a)icas.cc) IAISS is a residential school, so all lecturers and participants must reside in the same Hotel (Riva del Sole Resort & SPA). No exceptions are made. For privacy reasons, the Hotel cannot match people. If you have someone to share the apartment with, please send to the Hotel ( booking.events(a)rivadelsole.it ) the name, surname and email address. Otherwise the solution is to book an apartment in single use. IAISS is organized as a non-profit scientific event. Please note that only IAISS registered participants can book a room (in hotel or apartment) at the Riva del Sole Resort & SPA with the accommodation form attached in the registration email and with the IAISS Discounted Rates. The Booking Office of the Riva del Sole Resort & SPA will verify the names of the participants and the corresponding registration number to confirm the booking. Anyone interested in participating in IAISS 2025 should register as soon as possible: https://2025.iaiss.cc/registration/ See you in Riva del Sole in September! IAISS 2025 Organizing Committees. https://2025.iaiss.cc iaiss(a)icas.cc Obviously, this is only a Call for Participation, to have complete and updated information we recommend you access the relevant website: https://2025.iaiss.cc the News Section: https://2025.iaiss.cc/category/news/ and the FAQ: https://2025.iaiss.cc/faq/ * Apologies for multiple copies. Please forward to anybody who might be interested, thanks * *8th Advanced Course on Data Science & Machine Learning - ACDL 2025, **9**-13 June*, Riva del Sole Resort & SPA, Castiglione della Pescaia (Grosseto) – Tuscany, Italy *An Interdisciplinary Residential Course: from Deep Learning to Generative Artificial Intelligence* *Early Registration: by February 23, 2025 (AoE)* https://acdl2025.icas.events/registration/ https://acdl2025.icas.events/ acdl(a)icas.cc The Course is equivalent to 8 ECTS points for the PhD Students and the Master Students attending the Course. *11th International Conference on Learning, Optimization and Data – LOD 2025, *21–24 September Riva del Sole Resort & SPA, Castiglione della Pescaia (Grosseto) Tuscany, Italy https://lod2025.icas.events/ lod(a)icas.cc *5th Advanced Course ** and Symposium **on Artificial Intelligence and Neuroscience – ACAIN 2025,* 21–24 September Riva del Sole Resort & SPA, Castiglione della Pescaia (Grosseto) Tuscany, Italy https://acain2025.icas.events/ acain(a)icas.cc *Symposium **Author Registration Deadline: March 23 * *Course Early Registration Deadline: March 23* The Course is equivalent to 8 ECTS points for the PhD Students and the Master Students attending the Course. *ICAS - The Interdisciplinary Centre of Advanced Studies* *https://icas.cc/* <https://icas.cc/>

1 0

PhD opportunity in Astrocyte-Neuron computational modelling- Deadline 24th Feb
by Flanagan, Bronac Feb. 3, 2025

Feb. 3, 2025

The Intelligent Systems Research Centre (ISRC) at Ulster University is advertising a funded PhD position for a project titled "Unlocking the Brain's Balance: Understanding Astrocyte Influence on Neural Communication Through Computer Modelling." This cutting-edge research project at Ulster University dives into one of the brain's most fascinating mechanisms: the conversation between brain cells that keeps our minds healthy and functioning. Our brains are incredibly complex networks where different types of cells work together in perfect harmony. At the centre of this research are astrocytes - star-shaped brain cells that act as the brain's supervisors. These cells manage a crucial molecule called GABA through a specialised transporter (GAT-3), which acts like a traffic controller for brain signals. When this system doesn't work properly, it can lead to various conditions that affect millions worldwide, including epilepsy, schizophrenia, and autism spectrum disorder (ASD). What We'll Do Using advanced computer modelling, this project will create detailed models of how brain cells interact, study how GABA levels affect brain circuit behaviour and investigate how changes in this system might lead to neurological conditions. Throughout this PhD, you'll gain expertise in: * Computational neuroscience modelling * Biophysical modelling of cellular processes * Scientific programming and version control * Collaboration with experimental neuroscientists More details about this position are available at Unlocking the Brain's Balance: Understanding Astrocyte Influence on Neural Communication Through Computer Modelling<https://www.ulster.ac.uk/doctoralcollege/find-a-phd/11b-intelligent-systems…> For more information about the research environment at ISRC, visit About Intelligent Systems Research Centre<https://www.ulster.ac.uk/research/topic/computer-science/intelligent-system…> The PhD position is at Ulster University's Derry campus, one of the UK's top 10 research institutions. Recently named 'University of the Year 2024' by Times Higher Education, Ulster University is now the highest-ranked higher education institution in the UK and Ireland. The historic city of Derry, situated on the River Foyle in Northwest Northern Ireland, offers an ideal location between the Wild Atlantic Way and Causeway Coast. Its rich cultural heritage, vibrant atmosphere, and numerous family activities make it an excellent place to live. Please contact Bronac (b.flanagan(a)ulster.ac.uk<mailto:b.flanagan@ulster.ac.uk>) if you are interested or have questions. Should you receive this email outside of business hours, no reply is required until the next working day This email and any attachments are confidential and intended solely for the use of the addressee and may contain information which is covered by legal, professional or other privilege. If you have received this email in error please notify the system manager at postmaster(a)ulster.ac.uk and delete this email immediately. Any views or opinions expressed are solely those of the author and do not necessarily represent those of Ulster University. The University's computer systems may be monitored and communications carried out on them may be recorded to secure the effective operation of the system and for other lawful purposes. Ulster University does not guarantee that this email or any attachments are free from viruses or 100% secure. Unless expressly stated in the body of a separate attachment, the text of email is not intended to form a binding contract. Correspondence to and from the University may be subject to requests for disclosure by 3rd parties under relevant legislation. The Ulster University was founded by Royal Charter in 1984 and is registered with company number RC000726 and VAT registered number GB672390524.The primary contact address for Ulster University in Northern Ireland is Cromore Road, Coleraine, Co. Londonderry BT52 1SA

1 0

World wide VVTNS series (fifth season): Wednesday, February 5, 2025, at 11:00 am EST| Matthew Golub, University of Washington
by David Hansel Feb. 2, 2025

Feb. 2, 2025

[image: VVTNS.png] https://www.wwtns.online <https://streaklinks.com/A9c7PbbpKY7PxB6PaAJWGD3-/https%3A%2F%2Fwww.wwtns.on…> - on twitter: wwtns@TheoreticalWide You are cordially invited to the lecture given by Matthew Golub University of Washington on the topic of Active learning of neural population dynamics The lecture will be held on zoom on Wednesday, February 5, 2025, at *11:00 am EST * To receive the link: https://www.wwtns.online/register-page *Abstract: * Recent advances in techniques for monitoring and perturbing neural populations have greatly enhanced our ability to study circuits in the brain. In particular, two-photon holographic optogenetics now enables precise photostimulation of experimenter-specified groups of individual neurons, while simultaneous two-photon calcium imaging enables the measurement of ongoing and induced activity across the neural population. Despite the enormous space of potential photostimulation patterns and the time-consuming nature of photostimulation experiments, very little algorithmic work has been done to determine the most effective photostimulation patterns for identifying the neural population dynamics. Here, I will discuss ongoing development of active learning techniques to efficiently select which neurons to stimulate such that the resulting neural responses will best inform a dynamical model of the neural population activity. *About VVTNS : Launched as the World Wide Theoretical Neuroscience Seminar (WWTNS) in November 2020 and renamed in homage to Carl van Vreeswijk in Memoriam (April 20, 2022), Speakers have the occasion to talk about theoretical aspects of their work which cannot be discussed in a setting where the majority of the audience consists of experimentalists. The seminars, **held on Wednesdays at 11 am ET,** are 45-50 min long followed by a discussion. The talks are recorded with authorization of the speaker and are available to everybody on our YouTube channel.* ᐧ

1 0

Konstanz School of Collective Behaviour 2025 ( Application open )
by Ahmed El Hady Jan. 31, 2025

Jan. 31, 2025

*Konstanz School of Collective Behaviour 2025* *Konstanz, Germany * *Deadline to apply: April 15th, 2025* ** The Konstanz School of Collective Behaviour (KSCB) <https://www.exc.uni-konstanz.de/kscb/about/> will take place between /21st July 2025 – 8th August 2025/ at the Cluster of Excellence Centre for the Advanced Study of Collective Behaviour (CASCB) at the University of Konstanz <https://www.uni-konstanz.de/en/>. Uni Konstanz is a University of Excellence and ranked #1 young university in Germany with “Collective Behaviour" <https://www.exc.uni-konstanz.de/collective-behaviour/> as one of five research foci. Konstanz <https://www.konstanz.de/start> is a vibrant, small city located on the border between Germany and Switzerland, on the shores of the Bodensee (Lake Constance). Over three weeks, students will delve deeply into the topic of collective behaviour with lectures, hands-on tutorials, and projects, making it a unique and unforgettable experience. The school faculty will cover collective behaviours across a variety of species from cells, worms, drosophila, fish to non – human primates and human. A set of tutorials delving into state-of-the-art quantitative methods used to study collective behaviour will complement the lectures. At the end of the school, students will work on independent projects guided by our resident faculty. Accommodation will be provided and paid by the organizers. A limited number of travel grants will be provided and a registration fee will be due (500 Euros) once the student is admitted to the Konstanz School of Collective Behaviour. The registration fee will be waived to those coming from underrepresented minorities and those in need of financial support. The submission of applications for the second Konstanz School of Collective Behaviour was open until April 15, 2025. We will inform you on May 15, 2025 whether your application was successful For further information and application, visit our website: _https://www.exc.uni-konstanz.de/kscb/application-procedure/ <https://www.exc.uni-konstanz.de/kscb/application-procedure/> _ *KSCB 2025 faculty : * ·Iain Couzin ( Max Planck Institute of Animal Behavior , Konstanz) ·Peter Dayan ( Max Planck Institute of Biological Cybernetics, Tübingen) ·Ilya Nemenman ( Emory University , USA) ·Yonatan Loewenstein ( Hebrew University of Jerusalem, Israel) ·Aneta Koseska ( Max Planck Institute of Neurobiology of Behavior, Bonn) ·Francesco Ginelli ( Università degli Studi dell'Insubria, Italy) ·Thejasvi Ravindra Beleyur ( Max Planck Institute of Animal Behavior, Konstanz) ·Liang Li ( Max Planck Institute of Animal Behavior, Konstanz) ·Giovanni Reinna ( University of Konstanz, Konstanz) ·Einat Couzin-Fuchs ( University of Konstanz, Konstanz ) ·Ofer Feinermann ( Weizmann Institute of Sciences, Israel) ·Naama Brenner ( Israel Institute of Technology, Israel) ·Ariana Strandburg-Peshkin ( Max Planck Institute of Animal Behavior , Konstanz) ·Wataru Toyokawa (Riken Center for Brain Science in Tokyo). ·Raphaela Heesen ( University of Konstanz, Konstanz) ·Caroline Schuppli ( Max Planck Institute of Animal Behavior , Konstanz) *Contact: **ahmed.el-hady(a)uni-konstanz.de <mailto:ahmed.el-hady@uni-konstanz.de> * All the best regards, Ahmed El Hady On behalf of the KSCB organizational committee Dr. Ahmed El Hady Principal Investigator Cluster for Advanced Study of Collective Behavior, University of Konstanz Max Planck Institute of Animal Behavior Universitätsstraße 10, 78464 Konstanz Room ZT 907 Postbox 687 Tel.: +49 7531 88-4742

2 1

Bio-inspired deep learning workshop
by Maximilian Eggl Jan. 31, 2025

Jan. 31, 2025

Hey everyone, We are pleased to announce a workshop on bio-inspired deep learning led by Dr. Angus Chadwick (link to his website can be seen here <https://homepages.inf.ed.ac.uk/achadwic/>) from the University of Edinburgh and funded by the support of the Joachim Herz Foundation. Accommodation, meals and venue are funded by the foundation and the participants only need to cover their travel cost. The workshop will take place from the 22nd to the 25th of April, 2025, near Mainz. This workshop will provide attendees with a unique opportunity to learn from one of the leading experts in the field and explore the intersection of mathematical modelling, machine learning, and data analysis to understand how the brain works. We believe this workshop will be of great interest to those interested in acquiring dimensionality reduction tools to analyze large-scale, time-varying systems. Biological insights as well as machine learning skills are key and therefore we would encourage applications from doctoral candidates/postdocs from both biological and computational fields. More information on the workshop and a link to the application can be found in the attached flyer (which can also be found here <https://www.dropbox.com/scl/fi/347ns89xrsrkypb5n6s7q/Workshop_Flyer.pdf?rlk…>). You can also directly access the application <https://docs.google.com/forms/d/e/1FAIpQLSd_BDJdIJd8qLDDBCaCAMIStqit-FEKwE0…>here <https://docs.google.com/forms/d/e/1FAIpQLSd_BDJdIJd8qLDDBCaCAMIStqit-FEKwE0…>. The deadline for the application is the 21st of February at 12:00 (CET). If you have any questions or are interested in attending this workshop, please do not hesitate to contact either Max at maximilianfeggl(a)gmail.com <mailto:maximilianfeggl@gmail.com>, Laura at bernaez.laura(a)gmail.com <mailto:bernaez.laura@gmail.coms> or Janko at petkojan(a)uni-bonn.de <mailto:petkojan@uni-bonn.de> I would also be grateful if you could forward this to anyone you think would be interested and advertise it in your institutions. We look forward to seeing you there! Sincerely, Laura, Max & Janko

1 0