Sicun Gao is an Associate Professor in the Computer Science and Engineering department at the University of California, San Diego. His research focuses on practical algorithms for NP-hard search and optimization problems in computational systems, emphasizing combinatorial perspectives in numerical and statistical contexts to achieve reliable autonomy. Research Interests: Automated reasoning, Hamilton-Jacobi reachability, safe reinforcement learning, control barrier functions, and optimization in cyber-physical systems. Teaching: Courses on AI search, optimization, and graduate research seminars. The 15 most recent publications highlight advancements in safe AI control, motion planning, and policy optimization, often integrating neural networks with formal verification. Awards include the IEEE Power & Energy Society Technical Committee Prize Paper Award and the IROS RoboCup Best Paper Award. He advises PhD students working on AI-driven control and robotics, with alumni placed at institutions like Seoul National University, Amazon, and Apple. Grants include NSF Career, Air Force Young Investigator, and DARPA Assured Autonomy funding. His lab develops tools like dReal for automated reasoning in nonlinear theories over the reals.
Sarah Billington is the UPS Foundation Professor of Civil and Environmental Engineering at Stanford University and a Senior Fellow at the Woods Institute for the Environment. Her research program focuses on sustainable building design, human wellbeing, and ethical supply chain practices. Education: PhD, University of Texas at Austin, Structural Engineering (1997) MSE, University of Texas at Austin, Structural Engineering (1994) BSE, Princeton University, Civil Engineering & Operations Research (1990) Her lab employs interdisciplinary methods to study how built environments impact human physical, psychological, and social wellbeing. Current projects include developing tools to quantify nature exposure in buildings, exploring affordable housing's role in wellbeing, and using AI to assess forced labor risks in material supply chains. While no longer active in this area, her group previously pioneered research on sustainable construction materials like bio-based composites and ductile cement-based composites. Her recent publications address topics such as nature integration in architecture, workplace design optimization, and health impacts of building materials. The Billington Lab at Stanford fosters collaborative team science, welcoming partnerships to advance occupant-centric engineering solutions.
Sebastian Scherer is an Associate Research Professor at the Robotics Institute (RI), Carnegie Mellon University (CMU), where he leads cutting-edge research in autonomous aerial systems and robotics. His work focuses on enabling unmanned rotorcraft to operate safely and efficiently in cluttered, low-altitude, and extreme environments. Education: Ph.D. in Robotics, Carnegie Mellon University (2010) MS in Robotics, Carnegie Mellon University (2007) BS in Computer Science (Minor in Robotics), Carnegie Mellon University (2004) His research interests span robotics, artificial intelligence, autonomous navigation, obstacle avoidance, SLAM, visual-inertial odometry, energy infrastructure, and public policy . He has made seminal contributions to UAV autonomy, including the first obstacle avoidance for micro aerial vehicles in natural environments (2008) and the first automatic landing zone detection and landing on a full-size helicopter (2010). His recent publications (2023–2025) demonstrate a strong focus on resilient autonomy, multi-robot exploration, foundation models for robotics, and large-scale dataset development. His team has released key datasets like TartanGround , BETTY , and SubT-MRS , and simulation tools like Pegasus Simulator , indicating a systems-level approach to advancing real-world autonomy. The research trends emphasize self-supervised learning, robust perception, risk-aware planning, and multi-modal fusion for off-road and urban environments. Scientific Awards: Popular Science Best of What's New 2010 Award AIAA@Infotech Best Paper Runner-up Award (2010) Siebel Scholar Dr. Scherer has advised numerous students and leads a vibrant research group focused on high-impact robotics applications. He has secured significant grants related to UAV autonomy, energy infrastructure, and urban air mobility. His lab develops experimental infrastructure such as AIrTonomy for testing next-generation autonomous aerial vehicles. He is actively involved in advancing SLAM and localization in extreme environments, notably through participation in the DARPA Subterranean Challenge. His team develops large-scale datasets and benchmarking frameworks to push the boundaries of robustness and generalization in mobile robotics.
Prof. Alois Christian Knoll is a full professor at the Technical University of Munich (TUM) in the School of Computation, Information and Technology. His academic career includes roles at Bielefeld University and leadership in major EU initiatives like the Human Brain Project and ECHORD++. He specializes in robotics, AI, and autonomous systems, with a focus on medical robotics, sensor-based systems, and neuromorphic engineering. Knoll has supervised over 100 doctoral theses and authored/co-authored over 1,000 publications. Education: Diploma in Electrical Engineering (University of Stuttgart, 1985); PhD in Computer Science (Technical University of Berlin, 1988); Habilitation (TU Berlin, 1993). He has been at TUM since 2001, leading the Robotics, AI, and Real-Time Systems department. Research interests span autonomous systems, neuro-IT integration, and traffic simulation. Key projects include fortiss (Bavarian State Institute for Computer Science) and TUM-CREATE (Singapore collaboration). Awards include IEEE Fellow, University of Tokyo Fellow, and the Carl-Ramsauer-Prize (1990). Current roles include editorships in robotics journals, leadership in EU flagship projects, and teaching across multiple programs. His work bridges computer science, neuroscience, and engineering, with applications in healthcare, automotive systems, and urban mobility.
Barbara Caputo is a Full Professor at Politecnico di Torino, leading the VANDAL Laboratory and directing the AI@PoliTo Interdepartmental Lab. She holds a double affiliation with the Italian Institute of Technology (IIT) and has held roles at Idiap-EPFL and Sapienza University. Her research focuses on AI, computer vision, domain adaptation, and federated learning. She contributes to national AI policy, including the Italian Strategy on AI and the National PhD on AI for Industry 4.0. She is an ERC Laureate and ELLIS Fellow, co-founding ELLIS society. Her work spans visual place recognition, action recognition, and cross-domain learning. Education: PhD in Computer Science from KTH Royal Institute of Technology (2005). Major roles include Rector’s Advisor on AI at PoliTo, Board Member of ELLIS, and coordinator of the AI & Industry 4.0 vertical in the National PhD program. Awards include ERC Laureate (2017), ELLIS Fellow (2019), and Inspiring Fifty Italy (2018). Her research emphasizes federated learning, domain adaptation, and AI ethics. Recent articles explore domain generalization, resource-efficient federated models, and AI-environment interactions. She collaborates with institutions like MUR, CNR, and the European Commission on AI policy and tech initiatives.
Shauna Brail is Professor and Director at the Institute for Management & Innovation, University of Toronto Mississauga, with cross-appointments at the Munk School of Global Affairs & Public Policy. As an economic geographer and urban planner, her research examines urban transformation through economic, social, and technological change, particularly focusing on platform economy impacts, mobility innovation, and governance shifts in 21st-century cities. Education: PhD in Geography (University of Toronto), MA in Urban Planning (University of British Columbia), BA in Urban Studies/Geography (University of Toronto). Leadership Roles: Former Associate Director of Mobility Network, Director of Urban Studies Program, Associate Director of Partnerships & Outreach at School of Cities, and Interim Director of Master of Urban Innovation. Her work appears in top journals across geography, urban planning, and urban studies . Recent publications analyze pandemic impacts on cities, platform economy regulation, public housing finance models, and autonomous vehicle governance. She advises governments and civic organizations on housing, transportation, and digital platform policy while serving on editorial boards for Applied Geography , Progress in Economic Geography , and Canadian Geographies . Academic partnerships include collaborations with researchers like Tara Vinodrai, Ben Donald, and international scholars. Her current projects examine post-pandemic urban recovery, mobility-as-a-service business models, and equitable transportation technology implementation across Canadian cities.
Roswitha Skare is a Professor of Documentation Science at the Department of Language and Culture, UiT The Arctic University of Norway, within the Faculty of Humanities, Social Sciences and Teacher Education. She is actively engaged in research and teaching, focusing on documentation studies, public libraries, archives, museums (LAM sector), digitalization, and film history. Her research interests include: Documentation and document theory Paratext and digital documents Public libraries and their role in society Libraries and social media Migration and refugee services in libraries Film history, especially silent films and early documentaries Cultural memory and Sámi cultural resilience Institutional convergence in cultural policy Her recent publications (2019–2025) reveal a strong focus on public libraries during and after the Covid-19 pandemic, the role of libraries in supporting immigrants and refugees, theoretical developments in document studies, and historical film analysis—particularly Robert Flaherty’s Nanook of the North . She frequently collaborates with scholars such as Andreas Vårheim, Noah Lenstra, and Sigrid Stokstad. Her work appears in journals like Journal of Documentation , Library & Information Science Research , and Proceedings from the Document Academy . Roswitha Skare teaches courses such as: MDV-1001: Multimediale dokumenter: Historie, teori og analyse MDV-1203: Bibliotek og formidling MDV-1207: Dokumentinstitusjoner og digitalisering MDV-1206: Prosjektoppgave i bibliotek- og dokumentasjonsvitenskap She supervises bachelor’s, project, and master’s students in library and documentation science. She is a member of the research group Engaging Conflicts in a Digital Era (ENCODE) and participates in projects such as LAMCOM – Libraries, archives, and museums in the community and SAMCOM - Sámi cultural centers as community and cultural resilience infrastructure , which explore the societal roles of cultural institutions and Indigenous resilience. No scientific awards are listed in the provided text.
Verena Zimmermann serves as Assistant Professor (Tenure Track) for Security, Privacy and Society at ETH Zurich within the Department of Humanities, Social and Political Sciences. She leads the Security, Privacy and Society research group, focusing on human-centered approaches to safety, IT security, and privacy challenges in emerging technologies. Her academic foundation includes a PhD in Usable Security from TU Darmstadt, where her dissertation From the Quest to Replace Passwords towards Supporting Secure and Usable Password Creation earned dual awards from the German Association for Data Protection and Data Security (GDD) and the Ernst-Ludwigs-Hochschulgesellschaft. Zimmermann's research pioneers the shift from viewing humans as security vulnerabilities to recognizing them as integral solutions. Her work spans password security, phishing interventions, smart home privacy, and cybersecurity education, consistently applying human factors principles to design systems that align with natural user behavior. Current projects explore emotional dimensions of security engagement, quantum governance frameworks, and LLM-related privacy concerns through interdisciplinary lenses combining computer science, psychology, and safety science. Recent publications reveal strong thematic trends toward understanding user motivations in security behavior, developing personalized training through augmented reality and adaptive systems, and translating safety science principles to cybersecurity incident management. Her work increasingly addresses societal implications of emerging technologies like quantum computing and generative AI. Her distinguished recognitions include: GDD Dissertation Award for Usable Security research Ernst-Ludwigs-Hochschulgesellschaft Dissertation Award IANUS Award (2nd place) for Moving from a 'Human-as-Problem' to a 'Human-as-Solution' Cybersecurity Mindset Zimmermann actively mentors through ETH's Human-Centered Security and Privacy Lab while collaborating internationally with institutions including ATHENE (German National Center for Applied Cybersecurity), Abertay University's Cybersecurity Division, and the Safety Science Innovation Lab. Her research receives support from Swiss and European funding bodies focused on privacy-preserving technologies and organizational security behavior. At ETH Zurich, she directs the Security, Privacy and Society group which employs design thinking, LEGO Serious Play, and mixed-methods research to tackle real-world security challenges. The team partners with industry stakeholders to develop practical solutions for phishing resistance, smart home privacy, and cybersecurity education while maintaining strong ties to the Research Training Group 2050 Privacy and Trust for Mobile Users.
Kathleen R. McNamara is Professor of Government and Foreign Service at Georgetown University, where she also co-founded the Global Political Economy Project with Professor Abe Newman. Her work centers on the European Union, globalization, and the cultural and political foundations of market authority. Her research interests include the political economy of the European Union, monetary politics, culture and identity in global markets, institutional change, and the democratic legitimacy of supranational governance. She examines how ideas, norms, and collective identities shape economic integration and state formation, especially in Europe. Her recent publications (2020–2024) reveal a strong focus on the EU’s geopolitical turn, industrial policy transformation, the impact of crises like COVID-19 on globalization, and the interplay between democracy and populism. These works reflect a deep engagement with both theoretical and policy-relevant dimensions of contemporary European and global political economy. International Studies Association 2018 Distinguished Scholar in International Political Economy ISA 2020 SWIPE Award for Mentoring Women in International Political Economy German Marshall Fund Fellow Fulbright Fellow Simone Veil Fellow at the European University Institute (2023) McNamara has been a visiting scholar at the Russell Sage Foundation, taught at Princeton University and Sciences Po (Paris), and advised the US National Intelligence Council. She is active in public scholarship, writing for Foreign Affairs , Foreign Policy , and The Washington Post . She is a founding figure in the Global Political Economy Project, which aims to reframe the study of global markets through interdisciplinary and critical lenses.
Tina Dacin is a Professor of Strategy and Organizational Behavior at the Smith School of Business, Queen's University, Canada. She holds the Stephen J.R. Smith Chair and serves as Director of the Community Impact Research Program. Her roles include former Director of the Smith School’s Centre for Social Impact, former University Senate member, and former Chair of the Principal’s Innovation Fund Committee. She co-founded the Community of Social Innovation Chair and holds affiliations with the Academy of Management and Informs. Education: Ph.D. (1993) in Business Administration from the University of Toronto and M.A. in Psychology from the University of New Brunswick. Research focuses on cultural heritage, social innovation/entrepreneurship, strategic alliances, and globalization. Key themes include custodianship, tradition preservation, place-making, and institutional dynamics. Recent work explores craft-based ventures, place-sensitive organizational practices, and institutional renewal in crises like the Detroit water wars. Awards: None explicitly listed, though her chair position reflects academic distinction. Teaching includes courses on global social impact and analytics/ethics policy. Labs/Teams: Leadership in the Community Impact Research Program and the Scotiabank Centre for Customer Analytics.
Deian Stefan is an Associate Professor at the University of California San Diego (UCSD) in the Department of Computer Science and Engineering . His research spans security , programming languages , and systems , with a focus on building principled and practical secure systems. He has served as a co-founder and Chief Scientist at Intrinsic (acquired by VMWare) and contributed to standards bodies like the W3C WebAppSec and Node.js Security Working Groups . His research interests include: Secure Systems : Web frameworks, browser designs, sandboxing, runtime systems Language-Based Security : Constant-time programming, memory safety, information flow control Verification : Security verification, static/symbolic analysis tools WebAssembly and JavaScript JITs security Deian Stefan has received multiple scientific awards , including several Distinguished Paper Awards at venues like POPL, ICFP, and USENIX Security, as well as the IEEE Cybersecurity Award for Practice (2022) and CSAW 2020 First Place for Applied Research. He has taught courses on Computer Security (CSE 127, CSE 227) and advanced topics in Building Secure Systems (CSE 291) using Rust, WebAssembly, and blockchain security. His work has been supported by collaborations with industry and academia, including projects like RLBox and COWL .
Jennifer Minner is an Associate Professor in the Department of City and Regional Planning at Cornell University’s College of Architecture, Art, and Planning. She directs the Just Places Lab and is actively engaged in research on urban change, memory, and equitable development. Her affiliations span urban planning, regional science, and media studies, and she serves on the faculty advisory board of Cornell Cinema. Ph.D. in Community and Regional Planning, University of Texas at Austin M.U.R.P., Portland State University B.A. in Cultural Anthropology, University of Washington Her research centers on adaptive reuse, circular economies in cities, historic preservation, and social justice . She investigates how communities care for, preserve, and reimagine places through participatory planning and material reuse. Her work connects urban policy with climate action, embodied carbon, and the social legacies of mega-events such as the Olympics and World Expos. She uses spatial analytics, film, and community-based methods to explore equitable urban futures. Her recent publications reflect a strong trend toward environmental justice, circular construction, and urban memory . Topics include deconstruction policy, UAVs in preservation, and post-mega-event urban development. These works span disciplines including urban planning, sustainability, media studies, and public policy, with a consistent focus on equity and community engagement. Town and Gown Award (2024) for CR0WD network Climate Neutral Cities Alliance grant on embodied carbon and justice Atkinson Center Fast Grant for NYS circular construction policy NCPTT grant on reuse scenario planning with 3D modeling Mui Ho Center grant on scaling circular construction in NY Jennifer Minner mentors graduate and undergraduate researchers, co-founded the CR0WD network, and leads the CURTA-Y student club. She has secured multiple grants focused on deconstruction, policy design, and community engagement. Her teaching includes courses on circular cities, land use planning, and advanced planning theory, emphasizing participatory and justice-oriented methods. She leads the Just Places Lab , which fosters interdisciplinary research on urban care, memory, and equity. The lab collaborates with the Circular Construction Lab, Historic Ithaca, and community partners on exhibitions, walking tours, and policy initiatives. Projects like Deconstructing Demolition and Waste(d) Imagination Tour exemplify their community-engaged, creative approach to urban sustainability.
Dr. Johan P Larsson serves as a Lecturer in Economics and Public Policy within the Department of Land Economy at the University of Cambridge, concurrently holding a Fellowship and Director of Studies position in Land Economy. His academic profile bridges theoretical and empirical research in spatial economic phenomena, with emphasis on policy-relevant investigations of regional competitiveness and urban dynamics. His educational foundation includes: PhD from Jönköping University Dr. Larsson's research program centers on economic geography and regional science, specializing in urban economics and entrepreneurship. He examines how historical industrial structures, neighborhood effects, and policy interventions shape economic integration and innovation ecosystems. Methodologically, he combines quantitative analysis of large-scale datasets with natural experiments (e.g., pandemic-induced remote work) to isolate causal mechanisms in spatial economic processes. His recent publication trajectory (2021-2025) reveals consistent focus on three interconnected domains: evaluation of place-based policies (e.g., City Deals), analysis of the entrepreneurial state's role in innovation, and investigation of immigrant integration dynamics. These works predominantly utilize Scandinavian and English case studies while generating globally applicable theoretical insights, demonstrating methodological sophistication through spatial econometrics and policy counterfactuals. Recognition for his scholarly contributions includes: The JIBS Student Association’s Pedagogical Prize (2017) The Martin Beckmann Award from Regional Science International (2015) Jan Wallander scholar designation (2015) His teaching portfolio spans Microeconomics, Macroeconomics, Urban economics, and Applied statistics, reflecting his interdisciplinary expertise. While doctoral advisees aren't explicitly listed, his Director of Studies role indicates active undergraduate supervision within Cambridge's collegiate system. Current research appears focused on post-pandemic labor geography and mission-oriented innovation policy evaluation, though dedicated laboratories or formal research teams aren't mentioned in available materials.
Michal Kolesár is a Professor in the Department of Economics at Princeton University , holding this position since July 2020. Previously, he served as Assistant Professor (2014-2020) with dual appointments in Economics and the Woodrow Wilson School (2018-2020), and as Visiting Assistant Professor at MIT (2016-2017). His research focuses on econometrics , particularly causal inference , instrumental variables , nonparametric regression , and robust statistical methods . His work addresses fundamental challenges in high-dimensional data analysis, treatment effect heterogeneity, and finite-sample inference validity. Current projects include developing bias-aware methods for regularized regression and analyzing dynamic causal effects in nonlinear systems. Kolesár's recent publications reveal a strong emphasis on methodological rigor with practical applications. His work spans instrumental variable techniques (addressing contamination bias, weak identification), regression discontinuity designs (discrete running variables, measurement error), and high-dimensional inference (sparsity fragility, honest confidence intervals). Key recurring themes include finite-sample optimality, coverage probability guarantees, and robustness to model misspecification. Fellow of the International Association for Applied Econometrics (2023) Journal of Econometrics best associate editor award (2023) Sloan Research Fellowship (2019) NSF grants for high-dimensional data inference (2021-2025) and nonparametric regression (2016-2019) Graduate Economics Club teaching awards (2017, 2018) As an educator, Kolesár teaches advanced econometrics courses at both undergraduate (ECO 312, ECO 313) and graduate levels (ECO 517, ECO 519, ECO 539b). He serves as Co-editor of the Journal of Business & Economic Statistics (2024-2027) and sits on editorial boards of Econometrica , American Economic Journal: Applied Economics , and others. His professional activities include extensive peer review for top journals and organization of major econometrics conferences including the 2026 Econometric Society Winter Meeting.
Professor Mark Scott is a Full Professor of Planning and Dean of the School of Architecture, Planning and Environmental Policy at University College Dublin (UCD), where he has served since 2002. He is a leading scholar in rural planning and environmental policy with over 25 years of academic experience. His leadership roles include Dean (2020-2025), Head of School, and various subject leadership positions within UCD. Mark Scott earned his BSc, Diploma in Town Planning, and PhD in Environmental Planning from Queen's University Belfast. Prior to joining UCD, he worked at the University of Ulster and Queen's University Belfast, and also had planning practice experience. He has held visiting appointments at the University of Pisa and the University of New South Wales. His research focuses on the environmental and sustainability dimensions of spatial planning theory and practice, with specific expertise in rural planning, land-use governance, climate action, green infrastructure, and natural and built heritage. Professor Scott has published extensively in these areas with over 150 journal articles and book chapters, and has authored several influential books including 'Rural Planning Futures' (2025) and 'Postcapitalist Countrysides' (2025). His work demonstrates a strong focus on contemporary challenges in rural planning, climate adaptation, and sustainable development, bridging theoretical frameworks with practical policy applications. Professor Scott has received significant recognition for his contributions to the field: Elected Fellow of the Academy of Social Sciences (2024) Fellow of the Regional Studies Association Shortlisted for the Patsy Healey Award for Academic Excellence (2025) With research funding totaling approximately €6 million from various national and international sources, Professor Scott actively engages with policy and practice. He serves on the Board of the Heritage Council (2023-present), chairs the Historic Monuments Council in Northern Ireland (2025-30), and has advised numerous governmental bodies including Oireachtas Committees, the UK House of Lords, and the OECD. His leadership extends to editorial roles, having served as editor of Planning Theory & Practice (2008-2015 & 2018-2024) and currently on the editorial board of Town Planning Review. Professor Scott leads several significant research initiatives including the Wildfire Resilient Cultural Heritage project (funded by JPI Climate and JPI Cultural Heritage), CO-Bioecon (funded by Department of Agriculture, Food & Marine), and the Rural Planning in the 2020s project (funded by the Royal Town Planning Institute).