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Hall 2nd floor</li>\r\n</ul>\r\n<strong>Location:</strong>  <a href=\"https://plan.epfl.ch/?room==CO%202\">CO 2</a><br>\r\n<br>\r\n<strong>Registration</strong>: click <a href=\"https://forms.gle/vDbWWdRJM4mYvbx88\">here</a>  <br>\r\n<br>\r\n***********************************************************<br>\r\n<br>\r\n<strong>Professor Giovanni De Micheli</strong><br>\r\n<br>\r\n<u><strong>Carrying the Torch</strong></u><br>\r\n<br>\r\n<strong>Abstract</strong><br>\r\nFrom my perspective as a researcher and educator, the torch represents the message that I carry and will pass on to a new generation of scientists and engineers. The interaction and networking with the community is essential to our activity: indeed, we teach to and learn from each other. The circle symbolizes the flow of information among peers as well as a paradigm where crossbreeding of ideas and methods is key to scientific advances. This message will be portrayed with examples from my scientific career and a vision of the future.<br>\r\n<br>\r\n<strong>About the speaker</strong><br>\r\nGiovanni De Micheli is currently the Scientific Director of the EcoCloud center at EPFL. He was professor of Electrical Engineering and Computer Science at Stanford and EPFL for 40 years. Prof. De Micheli is a Fellow of ACM, AAAS and IEEE, elected member of 4 Academies, including the US National Academy of Engineering and the American Academy of Arts and Sciences. He was the recipient of the 2025 IEEE Gustav Kirchhoff Award, the 2022 ESDA-IEEE Phil Kaufman Award and several other awards.<br>\r\n ","image_description":"Honorary Lecture - Prof. Giovanni De Micheli","creation_date":"2025-07-11T16:13:38","last_modification_date":"2026-03-04T15:47:11","link_label":"","link_url":"","canceled":"False","cancel_reason":"","place_and_room":"CO 2","url_place_and_room":"https://plan.epfl.ch/?room==CO%202","url_online_room":"","spoken_languages":["https://memento.epfl.ch/api/v1/spoken_languages/2/?format=json"],"speaker":"Prof. Sabine Süsstrunk, Dean of IC School and Prof. Adrian Ionescu, Dean of STI School, Prof. Giovanni De Micheli, Prof. Edouard Bugnion, Vice President for Innovation and Impact","organizer":"<a href=\"https://www.epfl.ch/schools/ic/\">IC School</a> ","contact":"<a href=\"mailto:lena.farnemanandersson@epfl.ch\">lena.farnemanandersson@epfl.ch</a>","is_internal":"False","theme":"","vulgarization":{"id":1,"fr_label":"Tout public","en_label":"General public"},"registration":{"id":3,"fr_label":"Entrée libre","en_label":"Free"},"keywords":"honorary lecture, leçon d'honneur, Giovanni De Micheli, computer science, IC School, STI School, AI","file":null,"icalendar_url":"https://memento.epfl.ch/event/export/117133/","category":{"id":8,"code":"LI","fr_label":"Leçons inaugurales - Leçons d'honneur","en_label":"Inaugural lectures - Honorary Lecture","activated":true},"academic_calendar_category":null,"domains":[],"mementos":["https://memento.epfl.ch/api/v1/mementos/1/?format=json","https://memento.epfl.ch/api/v1/mementos/3/?format=json","https://memento.epfl.ch/api/v1/mementos/5/?format=json","https://memento.epfl.ch/api/v1/mementos/6/?format=json","https://memento.epfl.ch/api/v1/mementos/8/?format=json","https://memento.epfl.ch/api/v1/mementos/27/?format=json","https://memento.epfl.ch/api/v1/mementos/416/?format=json"]},{"id":70719,"title":"Training \"Up to Speed with Zotero\"","slug":"training-up-to-speed-with-zotero-8","event_url":"https://memento.epfl.ch/event/training-up-to-speed-with-zotero-8","visual_url":"https://memento.epfl.ch/image/32141/200x112.jpg","visual_large_url":"https://memento.epfl.ch/image/32141/720x405.jpg","visual_maxsize_url":"https://memento.epfl.ch/image/32141/max-size.jpg","lang":"en","start_date":"2026-05-12","end_date":"2026-05-12","start_time":"09:30:00","end_time":"11:30:00","description":"<div class=\"all_text\"><strong>This workshop is for people who want to start using Zotero, an open source software which enables you to collect, organize and share bibliographic references. From a thesis to an academic paper, Zotero can spare you a huge amount of time.</strong><br>\r\n<br>\r\nAt the end of this workshop, which will be <strong>held on Zoom only</strong>, you will be able to:\r\n<ul>\r\n\t<li>Collect bibliographic references from different sources.</li>\r\n\t<li>Organize your references in a neat manner.</li>\r\n\t<li>Get to know what a reference style is and how to switch it easily.</li>\r\n\t<li>Create a bibliography with a few clicks.</li>\r\n</ul>\r\n<a href=\"https://bookwhen.com/epfl_library/e/ev-sal5m-20260512093000\">Registration</a><br>\r\n<br>\r\nMore information about <a href=\"https://www.epfl.ch/campus/library/training/\">EPFL Library Teaching offer</a></div>","image_description":"CC-BY-NC-SA EPFL Library","creation_date":"2025-12-18T15:21:23","last_modification_date":"2025-12-31T09:00:43","link_label":"Registration","link_url":"https://bookwhen.com/epfl_library/e/ev-sal5m-20260512093000","canceled":"False","cancel_reason":"","place_and_room":"","url_place_and_room":"","url_online_room":"https://epfl.zoom.us/j/69255878305","spoken_languages":["https://memento.epfl.ch/api/v1/spoken_languages/2/?format=json"],"speaker":"EPFL Library Training Team","organizer":"EPFL Library","contact":"formations.bib@epfl.ch","is_internal":"False","theme":"","vulgarization":{"id":1,"fr_label":"Tout public","en_label":"General public"},"registration":{"id":3,"fr_label":"Entrée libre","en_label":"Free"},"keywords":"","file":null,"icalendar_url":"https://memento.epfl.ch/event/export/119092/","category":{"id":15,"code":"FORM","fr_label":"Formations internes","en_label":"Internal trainings","activated":true},"academic_calendar_category":null,"domains":[],"mementos":["https://memento.epfl.ch/api/v1/mementos/1/?format=json","https://memento.epfl.ch/api/v1/mementos/3/?format=json","https://memento.epfl.ch/api/v1/mementos/5/?format=json","https://memento.epfl.ch/api/v1/mementos/6/?format=json","https://memento.epfl.ch/api/v1/mementos/8/?format=json","https://memento.epfl.ch/api/v1/mementos/145/?format=json","https://memento.epfl.ch/api/v1/mementos/275/?format=json","https://memento.epfl.ch/api/v1/mementos/27/?format=json"]},{"id":70877,"title":"Brown Bag Seminar in Finance","slug":"brown-bag-seminar-in-finance-11","event_url":"https://memento.epfl.ch/event/brown-bag-seminar-in-finance-11","visual_url":"https://memento.epfl.ch/image/32267/200x112.jpg","visual_large_url":"https://memento.epfl.ch/image/32267/720x405.jpg","visual_maxsize_url":"https://memento.epfl.ch/image/32267/max-size.jpg","lang":"en","start_date":"2026-05-12","end_date":"2026-05-12","start_time":"12:15:00","end_time":"13:15:00","description":"","image_description":"","creation_date":"2026-01-15T11:26:18","last_modification_date":"2026-01-15T11:26:18","link_label":"","link_url":"","canceled":"False","cancel_reason":"","place_and_room":"UNIL, Extranef, room 126","url_place_and_room":"","url_online_room":"","spoken_languages":["https://memento.epfl.ch/api/v1/spoken_languages/2/?format=json"],"speaker":"<a href=\"https://people.epfl.ch/federico.baldilanfranchi\">Federico Baldi Lanfranchi - SFI@EPFL PhD student</a>","organizer":"","contact":"sophie.cadenakauz@epfl.ch","is_internal":"False","theme":"","vulgarization":{"id":2,"fr_label":"Public averti","en_label":"Informed public"},"registration":{"id":2,"fr_label":"Sur invitation","en_label":"Invitation required"},"keywords":"","file":null,"icalendar_url":"https://memento.epfl.ch/event/export/119330/","category":{"id":1,"code":"CONF","fr_label":"Conférences - Séminaires","en_label":"Conferences - Seminars","activated":true},"academic_calendar_category":null,"domains":[],"mementos":["https://memento.epfl.ch/api/v1/mementos/3/?format=json","https://memento.epfl.ch/api/v1/mementos/116/?format=json","https://memento.epfl.ch/api/v1/mementos/39/?format=json","https://memento.epfl.ch/api/v1/mementos/105/?format=json"]},{"id":71066,"title":"School Lecture Series: Joud Beaudoin, Lorraine Beaudoin / EPFL Architecture","slug":"school-lecture-series-joud-beaudoin-lorraine-beaud","event_url":"https://memento.epfl.ch/event/school-lecture-series-joud-beaudoin-lorraine-beaud","visual_url":"https://memento.epfl.ch/image/32444/200x112.jpg","visual_large_url":"https://memento.epfl.ch/image/32444/720x405.jpg","visual_maxsize_url":"https://memento.epfl.ch/image/32444/max-size.jpg","lang":"en","start_date":"2026-05-12","end_date":"2026-05-12","start_time":"19:00:00","end_time":"20:30:00","description":"<strong>JOUD BEAUDOIN, LORRAINE BEAUDOIN</strong><br>\r\n<em>Maison de quartier des Plaines du loup</em><br>\r\n<br>\r\n<em>Located in the Parc du loup, on the edge of a newly built neighborhood, the community center is designed according to the principle of “houses within a house”: the various programmatic units are distributed across four distinct volumes, fragmenting the building and giving it a human scale and porosity to its environment. Between them lies a fluid interstitial space that lends itself to encounters and exchanges, thanks to a double-height space that connects the two levels. This spatial constellation offers a wide variety of possible uses, while the construction uses organic and geo-sourced materials, allowing the new building to become part of its surroundings and creating interiors with unique atmospheres. </em><br>\r\n<br>\r\nLorraine Beaudoin has been running the Joud Beaudoin Architects office in Lausanne with Christophe Joud since 2014. Study partners since the beginning of their architectural training at the Ecole Nationale Supérieure d'Architecture de Lyon (Ensal) and then at the Ecole Polytechnique Fédérale de Lausanne (EPFL) for their master's degree and joint diploma in 2009, they contributed between 2010 and 2020 to various research projects and theoretical writings on collective housing at the Laboratory of Theory and History of Architecture (LTH2, EPFL), under the direction of Bruno Marchand. Their projects and achievements are mainly the result of public competitions.<br>\r\n<br>\r\n<br>\r\nThis lecture is part of the School Lecture Series<br>\r\n<br>\r\n<strong>COMMUNITY VOL.2</strong><br>\r\nSeven exemplary projects and case studies<br>\r\n<br>\r\nCommunity is an ambivalent concept. It involves both gathering through shared customs and exclusion. Some claim that inclusive communities do not exist. Recent history shows people more often unite through exclusion than inclusion. However, communities are not sealed. Philosopher Roberto Esposito explains that community ‘is not a property or territory to defend but a void, a debt, and a gift to others’, reminding us of our otherness.<br>\r\n<br>\r\nThis lecture series explores the topic of community through architecture. How does architecture explore, define, or enable communities? Can architects collaborate directly with communities, bypassing institutional entities? How can design convey a collective experience? Seven emerging and established architectural figures respond to these questions through their work, which spans film, exhibitions, and communitarian buildings.<br>\r\n<br>\r\nSave the dates and join us on Tuesday evenings!<br>\r\n ","image_description":"","creation_date":"2026-02-06T16:53:55","last_modification_date":"2026-02-09T11:15:04","link_label":"","link_url":"","canceled":"False","cancel_reason":"","place_and_room":"Foyer SG","url_place_and_room":"https://plan.epfl.ch/?room==SG%20294.22","url_online_room":"","spoken_languages":["https://memento.epfl.ch/api/v1/spoken_languages/1/?format=json","https://memento.epfl.ch/api/v1/spoken_languages/2/?format=json"],"speaker":"<a href=\"https://jb-a.ch/\">Joud Beaudoin, Lorraine Beaudoin</a>","organizer":"<a href=\"https://www.epfl.ch/schools/enac/education/architecture/\">EPFL Architecture</a>","contact":"<a href=\"mailto:architecture@epfl.ch\">architecture@epfl.ch</a>","is_internal":"False","theme":"","vulgarization":{"id":1,"fr_label":"Tout public","en_label":"General public"},"registration":{"id":3,"fr_label":"Entrée libre","en_label":"Free"},"keywords":"school lecture series","file":null,"icalendar_url":"https://memento.epfl.ch/event/export/119613/","category":{"id":1,"code":"CONF","fr_label":"Conférences - Séminaires","en_label":"Conferences - Seminars","activated":true},"academic_calendar_category":null,"domains":[],"mementos":["https://memento.epfl.ch/api/v1/mementos/32/?format=json","https://memento.epfl.ch/api/v1/mementos/1/?format=json","https://memento.epfl.ch/api/v1/mementos/4/?format=json","https://memento.epfl.ch/api/v1/mementos/6/?format=json"]},{"id":70314,"title":"10th Rencontres de l'EDAR: Autonomy and Abstraction","slug":"10th-rencontres-de-l-edar-autonomy-and-abstraction","event_url":"https://memento.epfl.ch/event/10th-rencontres-de-l-edar-autonomy-and-abstraction","visual_url":"https://memento.epfl.ch/image/32136/200x112.jpg","visual_large_url":"https://memento.epfl.ch/image/32136/720x405.jpg","visual_maxsize_url":"https://memento.epfl.ch/image/32136/max-size.jpg","lang":"en","start_date":"2026-05-12","end_date":"2026-05-13","start_time":"08:30:00","end_time":"20:00:00","description":"<em>Les Rencontres de l'EDAR</em> is the annual meeting of the Doctoral program in Architecture and Sciences of the City, aimed at gathering the entire EDAR community. Its 10th edition, organized in collaboration with the Institute of Architecture, will be entitled <em>Autonomy and Abstraction </em>and will deal two fundamental dimensions of scholarly inquiry. The two days event, open to the public, will be structured in the form of thematic sessions alternating with keynotes and round tables.<br>\r\n<br>\r\n<em>Abstraction</em> will be approached in its classical philosophical meaning, consistent with the view that understanding requires the mind to grasp the universal apart from the particulars in which it is embodied. In this sense, abstraction is the mental operation through which the essential structure of a subject is drawn out from its contingent features, allowing researchers to discern the general principles that render their object intelligible. This conceptual withdrawal does not negate the concrete but clarifies what endures beyond the variability of specific instances.<br>\r\n<br>\r\n<em>Autonomy</em> will be presented as a distinct yet complementary notion: the capacity of a discipline to reflect upon itself through its own internal laws and modes of reasoning. It entails a temporary suspension of external frameworks so that the discipline may be understood from within, according to the coherence of its concepts and the logic that shapes its questions. While abstraction deals with the apprehension of universal principles, autonomy has to do with the conditions under which these principles operate within a disciplinary horizon.<br>\r\n<br>\r\nOnce defined as separate notions, abstraction and autonomy will be brought into constructive relation, for both require a measured intellectual distance that enables the essential to be articulated. In this context, participants will be invited to suspend, for a moment, the temporal and spatial dimensions that ordinarily situate their work, in order to concentrate on the internal logics that define it. <em>The possibility of abstraction and autonomy</em> will be explored not as a doctrine but as an open interpretative field through which doctoral researchers may examine their subjects at the level of foundational assumptions and operative laws.<br>\r\n<br>\r\nThese <em>Rencontres</em> will emphasise that both abstraction and autonomy admit multiple interpretations, each opening further avenues for reflection. Their plurality will form the ground of the collective discussion. Participants will therefore be encouraged not only to explore but to present the internal laws and guiding principles that structure their research, testing how their projects appear when considered within a horizon freed, temporarily, from external contingencies.","image_description":"","creation_date":"2025-11-06T15:36:23","last_modification_date":"2025-12-18T14:33:46","link_label":"","link_url":"","canceled":"False","cancel_reason":"","place_and_room":"AAC 020","url_place_and_room":"https://plan.epfl.ch/?room=%3DAAC%200%2020&dim_floor=0&lang=fr&dim_lang=fr&tree_groups=centres_nevralgiques_grp%2Cmobilite_acces_grp%2Crestauration_et_commerces_grp%2Censeignement%2Cservices_campus_grp%2Cequipements_grp&tree_group_layers_centres_nevralgiques_grp=&tree_group_layers_mobilite_acces_grp=metro&tree_group_layers_restauration_et_commerces_grp=&tree_group_layers_enseignement=guichet_etudiants&tree_group_layers_services_campus_grp=information_epfl&tree_group_layers_equipements_grp=&baselayer_ref=grp_backgrounds&map_x=2532835&map_y=1152556&map_zoom=14","url_online_room":"","spoken_languages":["https://memento.epfl.ch/api/v1/spoken_languages/1/?format=json","https://memento.epfl.ch/api/v1/spoken_languages/2/?format=json"],"speaker":"","organizer":"EDAR Doctoral Program in Architecture and Sciences of the City, Institute of Architecture","contact":"Elena Cogato Lanza, elena.cogatolanza@epfl.ch","is_internal":"False","theme":"","vulgarization":{"id":1,"fr_label":"Tout public","en_label":"General public"},"registration":{"id":3,"fr_label":"Entrée libre","en_label":"Free"},"keywords":"EDAR, IA","file":null,"icalendar_url":"https://memento.epfl.ch/event/export/118431/","category":{"id":1,"code":"CONF","fr_label":"Conférences - Séminaires","en_label":"Conferences - Seminars","activated":true},"academic_calendar_category":null,"domains":[],"mementos":["https://memento.epfl.ch/api/v1/mementos/32/?format=json","https://memento.epfl.ch/api/v1/mementos/1/?format=json","https://memento.epfl.ch/api/v1/mementos/4/?format=json","https://memento.epfl.ch/api/v1/mementos/72/?format=json","https://memento.epfl.ch/api/v1/mementos/6/?format=json"]},{"id":70901,"title":"Emergent dynamics of active colloids: chirality, non-reciprocity and memory","slug":"emergent-dynamics-of-active-colloids-chirality-n-2","event_url":"https://memento.epfl.ch/event/emergent-dynamics-of-active-colloids-chirality-n-2","visual_url":"https://memento.epfl.ch/image/32290/200x112.jpg","visual_large_url":"https://memento.epfl.ch/image/32290/720x405.jpg","visual_maxsize_url":"https://memento.epfl.ch/image/32290/max-size.jpg","lang":"en","start_date":"2026-05-11","end_date":"2026-05-13","start_time":null,"end_time":null,"description":"<p>You can apply to participate and find all the relevant information (speakers, abstracts, program,...) on the event website: <a href=\"https://www.cecam.org/workshop-details/emergent-dynamics-of-active-colloids-chirality-non-reciprocity-and-memory-1496\">https://www.cecam.org/workshop-details/emergent-dynamics-of-active-colloids-chirality-non-reciprocity-and-memory-1496</a>.<br>\r\n<br>\r\nRegistration is required to attend the full event, take part in the social activities and present a poster at the poster session (if any).  However, the EPFL community is welcome to attend specific lectures without registration if the topic is of interest to their research. Do not hesitate to contact the <a href=\"mailto:cornelia.bujenita@epfl.ch\">CECAM Event Manager</a> if you have any question.<br>\r\n<br>\r\n<strong>Description</strong><br>\r\n<br>\r\nBiological systems in Nature are intrinsically out-of-equilibrium to maintain their structural complexity and functional diversity. Similarly, out-of-equilibrium dissipative colloidal systems subjected to an external energy injection often develop nontrivial collective dynamics and self-organize into large scale structures, which are far more complex than their equilibrium counterparts [1-17]. The main sources of such emergent behavior are the many-body dissipative interactions between colloids (e. g. steric, electrostatic, magnetic), the external energy injection, and the coupling of particles dynamics through the fluid flow around them. Collective dynamics and self-organization in out-of-equilibrium colloidal systems (often termed as <em>active colloids</em>) is a rapidly growing area of research which led to the discovery of novel dynamic architectures and functionalities that are not generally available at equilibrium.<br>\r\n Colloidal systems have been the subject of intense research for a long time due to their ubiquitous technological applications. Colloidal particles display Brownian motion, size in the visible wavelength and dynamics in experimentally accessible timeframes (milliseconds to seconds) making them an attractive platform for the experiments and the computational modeling. The pair interactions between particles can be easily adjusted in strength and range by applying relatively small external fields. When driven by external forces or an internal energy source, colloids can mimic motile biological entities and can serve as a testbed for exploring the rich and complex physics of out-of-equilibrium systems. These dissipative colloidal structures utilize energy to generate and maintain structural complexity. Experiments and numerical simulations along this line of research have often revealed nontrivial collective dynamics and emergent large-scale structures [1-17]. With the proposed workshop we would like to provide a platform for discussing several new and important trends in this field of active colloidal materials, that is, chirality, non-reciprocity, and memory.<br>\r\nA recent hot trend in the field of active colloids explores the emergence of coherent motion and self-organization in systems with chirality [5-11]. Chirality is an intrinsic fundamental property of many natural and synthetic systems. Colloidal particles driven by external torques [12-18] constitute an ideal model system to investigate these phenomena since they avoid the inherent complexity of biological active matter. Spinning   particles dispersed in a fluid represent a special class of artificial active systems that inject vorticity at the microscopic level [19-25]. Dense collections of interacting spinning particles represent a chiral fluid [26], which breaks parity and time-reversal symmetries, and displays a novel viscosity feature called the odd viscosity and elasticity [27, 28]. The odd viscosity has been identified in interacting chiral spinners [29], and it led to remarkable effects such as production of flow perpendicular to the pressure [27], topological waves [30], or the emergence of edge currents [29]. Magnetic rollers dynamically assemble into a vortex under harmonic confinement, that spontaneously selects a sense of rotation and is capable of chirality switching [31,32]. Multiple motile vortices unbound from any confinement have been revealed in ensembles of magnetic rollers powered by a uniaxial field [33]. Oscillating chiral flows were generated when a roller liquid was coupled to fixed obstacles [34]. There has been an increasing effort to investigate collective phenomena in systems composed of    chiral active units [11, 35-40]. Synchronized self-assembled magnetic spinners at the liquid interface revealed structural transitions from liquid to nearly crystalline states and demonstrated reconfigurability coupled to a self-healing behavior [41]. Activity-induced synchronization leading to a mutual flocking, and chiral self- sorting has been observed in modeled ensembles of self-propelled circle swimmers [42]. Shape anisotropic particles powered by the Quincke phenomenon led to the realization of chiral rollers (similar to circle swimmers) with spontaneously selected handedness of their motion and activity-dependent curvature of trajectories [43].<br>\r\nAnother fast-developing direction in the field of non-equilibrium active and driven colloids is the realization of systems characterized by non-reciprocity of interactions or memory effects and how they can lead to emerging collective phenomena. Due to the intrinsic nonequilibrium nature of active systems, the couplings between particles often deviate from the standard form derivable from a Hamiltonian. One intriguing example is a time-delayed coupling involving a discrete delay time (or a distribution of such times). Such a situation arises, for example, through a delay in communication or sensing, and can be artificially created via a feedback loop [44]. Another topic attracting a lot of attention in the community is based on active systems with nonreciprocal couplings that can arise, for example, through chemotaxis or phoretic interactions between self-propelling colloids [45], or through predator-prey or vision-cone interactions [46,47] in macroscopic active systems. On the collective level, is now well established that non-reciprocity can induce new types of phase transitions [48] and patterns with broken time- and parity symmetry, including travelling patterns [49,50] and globally chiral motion without chirality of the individual constituents [51]. While many of these studies have been pursued only at a mean field-theoretical level, there is also an increasing interest in understanding corresponding particle-scale effects, that can only be accessed by numerical simulations [52] or corresponding experiments. For example, non-reciprocal interactions may generate new types of self-assembled systems able to learn and to produce transition between different shapes [53]. Establishing the precise connection between the different length and time scales is still an important challenge. Here, computer simulations are an indispensable tool.<br>\r\nMany standard models of active motion implicitly assume an inert (equilibrium) environment yielding instantaneous friction and noise. In contrast, several recent studies [54,19] explore the impact of retarded friction as it arises in viscoelastic environments made, e.g., of polymers, liquid crystals, or biological tissues [55-57]. An extreme case is time-delay [44]. From a theoretical and computational perspective, retarded friction or, more generally, non-Markovian dynamics, still provides a severe challenge. This concerns, e.g., the extraction (or modelling) of memory kernels, but also the actual solution of the coupled equations of motion, each being subject to history effects. As a consequence, only few studies on the emerging collective behavior of active particles with memory are currently available, including collective effects in systems of feedback-driven colloids [58] and pattern formation in a non-Newtonian active system [59]. Advancing numerical methods capable of treating memory effects will become more and more important in view of the recent experimental progress in this field. Experimentally, the memory effects in the system can be induced, e.g., by temporal activity modulations at intermediate timescales of the interactions in the colloidal ensemble [60]. Such modulations generate active particles with partial memory (at the particle level) of their motion from the previous activity cycles (either through partial depolarization or remnant hydrodynamic flows induced by the particle motion). Novel dynamic patterns (such as localized multiple vortices, flocks, pulsating lattices) has been revealed in ensembles of Quinke rollers [60,61]. When coupled to the fluid flows, active particle with memory can produce activity shockwaves [62]. Also, it has been recently demonstrated that active colloidal ensembles realized by Quinke rollers can effectively develop “ensemble memory”, where the information about the dynamic state of the system is distributed over the whole ensemble [63]. This information can be effectively exploited to command subsequent collective polar states of the active colloidal ensemble through activity cycling [63] and can pave the way toward direct applications in different technological fields related to microfluidics and microrobotics.<br>\r\nDeveloping fundamental understanding of the complex colloidal dynamics in systems driven out-of-equilibrium by external fields represents a significant theoretical and computational challenge as it involves multi-body interactions, the overlapping of length- and timescales, and the coupling of particle interactions with the fluid flow. Some of the features may be understood using phenomenological using continuum descriptions [21-23] Nevertheless, the microscopic mechanisms leading   to the dynamic self-assembly and their relations to the emergent behavior in active colloidal fluids with chirality, non-reciprocal interactions, and memory often remain unclear. <em>Computer simulations are practically the only method to theoretically investigate such questions. </em>However, modeling of the nonequilibrium dynamics presents a formidable computational challenge due to the complex many- body interactions and collective dynamics at different time and lengths scales. One of the main challenges is to properly account for the particle-fluid coupling. On a coarse-grained level, the fluid flow around colloids is modeled by molecular dynamics methods like Lattice-Boltzmann [64] and Multi Particle Collision Dynamics [65,66]. An alternative approach is to describe the colloidal dynamics by molecular dynamics simulation, or an amplitude equation (Ginzburg-Landau type equation) coupled to the Navier-Stokes equations describing large-scale time- averaged hydrodynamic flows induced by the colloids [67,68].<br>\r\n<br>\r\n<strong>Reference</strong><br>\r\n<br>\r\n[1]           B. A. Grzybowski and G. M. Whitesides, “Dynamic Aggregation of Chiral Spinners” Science 296, 718-721 (2002).<br>\r\n[2]            Y. Sumino, K. H. Nagai, Y. Shitaka, D. Tanaka, K. Yoshikawa, H. Chaté, K. Oiwa “Large-scale vortex        lattice emerging from collectively moving microtubules”, Nature 483, 448-452 (2012).<br>\r\n[3]           A Snezhko, I. Aranson, “Magnetic manipulation of self-assembled colloidal asters”, Nature Materials 10, 698-703 (2011).<br>\r\n[4]           A. P. Petrov, X.-L. Wu, and A. Libchaber, “Fast-Moving Bacteria Self-Organize into Active Two- Dimensional Crystals of Rotating Cells”, Phys. Rev. Lett. 114, 158102 (2015).<br>\r\n[5]           Bowick, M. J., Fakhri, N., Marchetti, M. C., &amp; Ramaswamy, S. “Symmetry, thermodynamics, and topology in active matter”, Phys. Rev. X, 12(1), 010501 (2022).<br>\r\n[6]           C. Scholz, A. Ldov, T. Pöschel, M. Engel, H. Löwen “Surfactants and rotelles in active chiral fluids” Science Advances 7 (16), eabf8998 (2021).<br>\r\n[7]           G. Kokot, S. Das, R. Winkler, G. Gompper, I. Aranson, and A. Snezhko, “Active turbulence in a gas of self- assembled spinners”, Proc. Nat. Acad. Sci. U.S.A. 114, 12870 (2017).<br>\r\n[8]           B. C. van Zuiden, J. Paulose, W. T. M. Irvine, D. Bartolo, and V. Vitelli, “Spatiotemporal order and emergent edge currents in active spinner materials” Proc. Natl Acad. Sci. USA 113, 12919 (2016).<br>\r\n[9]           C. Scholz, M. Engel, and T. 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Muruganathan, and T. M. Fischer, “Viscoelasticity of Dynamically Self-Assembled Paramagnetic Colloidal Clusters”, Phys. Rev. Lett. 98, 028301 (2007).<br>\r\n[16]     Driscoll, M., Delmotte, B., Youssef, M., Sacanna, S., Donev, A., Chaikin, P., 2017, “Unstable fronts and motile structures formed by microrollers”, Nature Physics, 13, 375 (2017).<br>\r\n[17]     J. E. Martin, A. Snezhko, “Driving self-assembly and emergent dynamics in colloidal suspensions by time- dependent magnetic fields”, Rep. Prog. Phys. 76, 126601 (2013).<br>\r\n[18]     R. Di Leonardo, A. Buzas, L. Kelemen, G. Vizsnyiczai, L. Oroszi, and P. Ormos, “Hydrodynamic Synchronization of Light Driven Microrotors” Phys. Rev. Lett. 109, 034104 (2012).<br>\r\n[19]     N. Narinder, C. Bechinger and J. R. Gomez-Solano “Memory-Induced Transition from a Persistent Random Walk to Circular Motion for Achiral Microswimmers”, Phys. Rev. Lett. 121, 078003 (2018).<br>\r\n[20]     C. Lozano, J. Ruben Gomez-Solano and C. 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