Raissa M. D'Souza is a Professor and Associate Dean of Research in the College of Engineering at the University of California, Davis. She holds joint appointments in the Department of Computer Science, Department of Mechanical and Aerospace Engineering, Graduate Group in Applied Mathematics, and Graduate Group in Physics. Her research focuses on complex networks, percolation theory, cascades, and interdependent systems, with applications to social, biological, and technological networks. She leads the Networks and Control research group and is a Founding Lead Editor of Physical Review Research . Her work spans interdisciplinary collaborations, including with the Santa Fe Institute and the Complexity Sciences Hub Vienna. Key awards include Fellowships from AAAS (2024), APS (2016), and the Network Science Society (2019), as well as the Euler Award for her contributions to network science. Dr. D'Souza has advised over 10 PhD students and has secured grants from agencies including the NSF. Her lab explores topics like explosive percolation, synchronization in oscillator networks, and network controllability. Notable recent work includes studies on exotic synchronization patterns and strategies for mitigating cascading failures in interdependent systems.
Gordon Wetzstein is an Associate Professor of Electrical Engineering and, by courtesy, Computer Science at Stanford University. He leads the Stanford Computational Imaging Lab and co-directs the Stanford Center for Image Systems Engineering (SCIEN). His research focuses on computational imaging, wearable computing, and neural rendering, blending computer graphics, vision, AI, and optics. Education: Ph.D., Computer Science, University of British Columbia (2011) Diploma, Media Systems Science, Bauhaus University (2006) Research Interests: His work spans computational displays , holography , non-line-of-sight imaging , and AI-driven optical systems . Key projects include Autofocals (gaze-contingent eyeglasses) and neural holography systems. He explores applications in AR/VR, medical imaging, and scientific visualization. Publications: Recent work includes advances in 3D holography, gaze-tracking systems, and AI-optics integration. His papers address challenges in display efficiency, light-field processing, and real-time imaging. Awards: Fellow of Optica NSF CAREER Award (2016) PECASE (2019) ACM SIGGRAPH Significant New Researcher Award (2018) Advising & Grants: He advises over 20 doctoral and postdoctoral students. His lab collaborates with industry (e.g., Raxium, Google) and has secured grants from NSF, DARPA, and private foundations. Labs & Teams: His lab develops cutting-edge systems like neural holography and non-line-of-sight imaging. The SCIEN center fosters interdisciplinary image systems research.
Dr. Mathew Todres is a Senior Lecturer in Management at the School of Business, Faculty of Business and Law, University of Wollongong. His research focuses on Management, Change Management, International Business Management, and Strategic Management, with a particular emphasis on Social Entrepreneurship and Workplace Value Congruence. He has conducted action research in Social Enterprise Development and published in journals such as the Social Enterprise Journal and Journal of Business Ethics . Dr. Todres currently supervises PhD candidates Douglas Opoku Agyeman (Micro Entrepreneurship in West Africa) and Grant Hughes (Sports Management). He has received a University of Wollongong Faculty of Business Start-Up Grant (2018). His peer-reviewed work spans organizational behavior, narrative analysis, and social enterprise innovation. His research interests include autoethnographic analysis, narratological analysis, and the application of social theory to entrepreneurial practices. Dr. Todres has contributed to journals such as Medical Education and serves as a reviewer for Journal of Spirituality, Leadership, and Management , among others. His work bridges theoretical frameworks with practical applications in organizational dynamics and social impact initiatives.
Prof. Bernt Schiele is a Max Planck Director at the Max Planck Institute for Informatics and holds a Professorship at Saarland University. His research focuses on understanding multimodal sensor data, with key areas in computer vision, 3D object recognition, and machine learning. He leads the Computer Vision and Machine Learning group, addressing challenges in sensor fusion, scene understanding, and human activity recognition. Schiele has held academic roles at TU Darmstadt, ETH Zurich, and MIT, and contributes to top journals like IEEE Transactions on PAMI and conferences like ECCV. His work emphasizes robust models, interpretability, and domain adaptation for real-world applications. Education: PhD (1997, Grenoble), MSc (1994 Karlsruhe/1993 Grenoble) Key Positions: MIT (1997-2000), ETH Zurich (1999-2004), TU Darmstadt (2004-2010) Research interests span 3D scene understanding, multimodal sensor processing, and machine learning techniques for large-scale data. His recent work advances robust object detection, explainable AI, and domain-invariant training methods. He also chairs major conferences like ECCV 2018 and co-chairs ICCV 2011. Publications highlight innovations in interpretable vision transformers, certified explanations, and test-time adaptation. Despite no listed awards, his contributions shape foundational areas of computer vision and multimodal AI.
Dr. Mohammad Zulkernine is a Full Professor and Canada Research Chair in Cyber-Physical System Security at Queen’s University’s School of Computing (Faculty of Arts and Science). He leads the Queen’s Reliable Software Technology (QRST) research group and directs the Queen’s Centre for Security & Privacy. His research focuses on secure software systems for cyber-physical systems, including autonomous vehicles, IoT, and cloud computing. Dr. Zulkernine holds a cross-appointment in Electrical and Computer Engineering and is a licensed Professional Engineer in Ontario. Education: BSc (Bangladesh BUET), MEng (Japan), PhD (University of Waterloo). He joined Queen’s in 2003 and has held sabbaticals at University of Trento, Italy and Irdeto Canada. He has published over 250 papers, led 35+ research projects, and supervised 120+ students. Awards include Canada Research Chairs (Tier I and II), Queen’s Excellence in Graduate Supervision Award, and Distinguished Supervision Award from the School of Computing. Research Interests: Cyber-Physical System Security, Software Reliability, IoT Security, Vehicle Networks, Secure Software Engineering, and Cybersecurity Risk Assessment. Active industry collaborations include EU-funded projects and Canada-Africa initiatives.
Prof. Mark Heitmann is a Professor of Marketing & Customer Insight at the University of Hamburg Business School. He holds a visiting appointment at Nova School of Business and Economics. His research focuses on AI-driven marketing strategies, social media analytics, brand equity, and consumer decision-making. He has held academic roles at institutions including the University of St. Gallen and Christian-Albrechts-University in Kiel before joining Hamburg in 2011. Academic Career: Holds a PhD (2004) and post-doctoral Habilitation (2007) from the University of St. Gallen. Visiting researcher at Columbia University and the Max Planck Institute for Human Development. Research Interests: Applications of artificial intelligence in marketing Social media and digital transformation Ethical consumer behavior Brand self-expression and visual design Marketing technology (MarTech) innovations Key Achievements: Over 20 peer-reviewed publications in top journals like Journal of Marketing Research and Harvard Business Review . Award-winning research includes the MSI/H. Paul Root Award and IJRM-EMAC Best Article Award. Active in translating research into scalable commercial solutions through software-as-a-service ventures. Team & Collaborations: Leads a research team including M.Sc. candidates Sammar Rath, Julia Rosada, Maximilian Witte, Tijmen Jansen, Claus Hegmann-Napp, and Magdalena Heynicke. Engages in interdisciplinary projects with industry partners.
Dr. Rajesh Bera is a Research Fellow at ICFO's Functional Optoelectronic Nanomaterials group specializing in quantum-confined nanostructures. His research examines ultrafast carrier dynamics, excitonic properties, and optoelectronic applications of nanomaterials including quantum dots, nanoplatelets, and hybrid nanostructures. Current investigations focus on intraband transitions in doped nanocrystals, orientation-dependent excitonic behavior in 2D materials, and charge transfer mechanisms in heterostructure devices. Work bridges fundamental photophysics with applications in photodetection, sensing, and energy conversion. Recent publications demonstrate expertise in time-resolved spectroscopy of quantum materials, nanomaterial synthesis via colloidal chemistry, and rational design of optoelectronic devices. Continually develops novel characterization methods to probe ultrafast processes at nanoscale interfaces.
Ari Juels is the Weill Family Foundation and Joan and Sanford I. Weill Professor at Cornell Tech (Cornell University) and a faculty member in the Department of Computer Science. He co-founded and co-directs the Initiative for CryptoCurrencies and Contracts (IC³) and serves as Chief Scientist at Chainlink Labs. His research focuses on blockchain technology, cryptocurrency, smart contracts, applied cryptography, authentication, and privacy. Juels holds a Ph.D. in Computer Science from UC Berkeley and previously held roles as Chief Scientist and Director of the RSA Laboratories at EMC/Dell EMC until 2013. His work spans foundational contributions to decentralized systems, including Chainlink’s oracle networks and Ekiden’s privacy-preserving smart contracts. Juels has authored influential books like *The Oracle* (2024) and *Tetraktys* (2009), blending cryptography with thriller narratives. He advises numerous students and alumni, many of whom have joined prominent blockchain firms like Chainlink Labs, Mysten Labs, and Espresso Systems. Recent publications explore topics such as liquidity in blockchain assets, oracle network security, and economic analysis of smart contracts. His research emphasizes practical applications of cryptographic principles to real-world challenges in digital systems and decentralized finance. Juels’ lab collaborates on projects like HyDRA (automated bug bounty systems) and Lanturn (economic security metrics). He actively participates in academic and industry partnerships, bridging theoretical computer science with applied blockchain innovation.
Danai Koutra is an Associate Professor in Computer Science and Engineering at the University of Michigan, Ann Arbor, and an Amazon Scholar. Her research focuses on large-scale graph mining, graph neural networks, and interpretable machine learning methods for understanding complex networks. Key roles include leading the GEMS Lab and contributing to projects like DeltaCon (graph similarity) and VoG (graph summarization). She holds a PhD from Carnegie Mellon University and has authored over 80 publications in top venues like KDD, SDM, and NeurIPS. Educations: PhD in Computer Science, Carnegie Mellon University (2015) MS in Computer Science, Carnegie Mellon University (2015) Diploma in Electrical & Computer Engineering, National Technical University of Athens (2010) Research Interests: Her work spans graph mining, anomaly detection, knowledge graph completion, and applications in neuroscience, healthcare, and social networks. Recent projects include MAGNET (multi-agent graph networks) and GT2VEC (multimodal graph-text encoders). Grants & Awards: Recipient of the 2025 PECASE award, NSF CAREER Award (2019), and the 2016 ACM SIGKDD Dissertation Award. Active in organizing conferences like KDD and ECML/PKDD. Labs & Teams: Directs the GEMS Lab, collaborating on projects like FIDDLE (clinical data preprocessing) and SpecGreedy (dense subgraph detection). Engages in interdisciplinary efforts, including M-DICE (urban mobility analysis with Detroit).
Andrea Tagliasacchi is an Associate Professor at Simon Fraser University's School of Computing Science, holding the Visual Computing Research Chair. He is also a part-time (20%) staff research scientist at Google DeepMind (Toronto) and an associate professor (status-only) at the University of Toronto's computer science department. His research focuses on 3D visual perception at the intersection of computer vision, graphics, and machine learning. Education: EPFL – Postdoc Simon Fraser University – PhD (NSERC Alexander Graham Bell Fellow) Politecnico di Milano – MSc (Gold Medalist) Research Interests: His work emphasizes 3D reconstruction, neural fields, and applications in robotics, autonomous systems, and augmented reality. Recent advancements include scalable 3D Gaussian splatting, robust neural rendering techniques, and diffusion models for 4D generation. Notable Articles: Recent work spans real-time differentiable ray tracing, stochastic rasterization for 3D Gaussian splats, and generative image composition using neural fields. His publications often blend theoretical contributions with practical applications in CVPR, SIGGRAPH, and NeurIPS. Awards: 2015 SGP Best Paper Award 2020 CVPR Best Student Paper Award 2024 CVPR Best Paper Honorable Mention Advising & Grants: Advised 14+ PhD/MSc students (e.g., Baptiste Angles, Sara Sabour) and co-advised with notable figures like Geoffrey Hinton. Active in grants involving neural field compression, robotic perception, and generative AI. Labs & Teams: Leads a lab at SFU focused on 3D vision and neural fields, collaborating with industry partners like Google Brain and Samsung Research.
Dr. Jérôme Verny is an Associate Professor specializing in transport, logistics, and supply chain management. He is the founder and director of the research institute in innovative transport and logistics, as well as the co-founder of the DISC Master's program (Digital & Innovative Supply Chain) in Paris and the Mobility Accelerator. His expertise spans digitalization in logistics, blockchain applications, and sustainable development. Educated at the University of Lille Nord de France (PhD in Economics and Management) and engineering schools like École Nationale des Ponts et Chaussées, he advises both public institutions (OECD, EU) and private enterprises on transportation strategies. Research Interests: Dr. Verny focuses on supply chain innovation, digital transformation, and strategic logistics. His work integrates blockchain technology for supply chain transparency, optimizes last-mile delivery in urban environments, and analyzes the impact of geopolitical actors like China on global trade networks. He also explores sustainable practices in transportation, including CO2 reduction strategies and pandemic response logistics. Awards: Recipient of the 2009 OECD-FIT Young Researcher Prize in Transport. His contributions bridge academic research with practical applications in industry, policy, and international trade. Key Activities: Co-founded the DISC Master’s program and leads research initiatives on blockchain adoption, Arctic shipping routes, and Mediterranean trade dynamics. He actively contributes to conferences such as the International Association of Maritime Economists (IAME) and publishes in journals like Structural Change and Economic Dynamics and International Journal of Shipping and Transport Logistics . Labs/Teams: Directs the Institut de Recherche en Transport et Logistique Innovante and collaborates with institutions like the OECD and European Commission on transport policy. His interdisciplinary approach involves engineering, economics, and data science to address global supply chain challenges.
Elizabeth Bernstein is a Professor of Women's, Gender & Sexuality Studies and Professor of Sociology at Barnard College, Columbia University, where she has been a faculty member since September 2002. Her work bridges sociological theory with feminist analysis, focusing on the intersections of gender, sexuality, and political economy. Bernstein directs significant research initiatives including the Gender Justice and Neoliberal Transformations Working Group, a transnational collaboration among thirteen scholars examining gender justice in contemporary global contexts. She is currently developing a new book project titled "Imagining Immunity: Precarious Bodies and the Governance of Gendered Dis-ease," which explores immunological metaphors in understanding bodily risk and suffering. B.A., University of California, Berkeley M.A., University of California, Berkeley Ph.D., University of California, Berkeley Professor Bernstein's research focuses on the political economy of the body, gender, and sexuality, with particular attention to sexual commerce, sex trafficking, and neoliberal governance. Her work employs ethnographic methods to examine how intimate relations become sites of economic exchange and political regulation. She investigates how concepts of authenticity, freedom, and rights are mobilized in debates about sexual commerce and trafficking. Bernstein's scholarship critically engages with feminist theory, carceral politics, and transnational governance frameworks, challenging conventional approaches to sex work and trafficking that often reinforce punitive systems rather than advancing gender justice. Analysis of Bernstein's scholarly output reveals a consistent trajectory examining the intersections of gender, sexuality, and political economy within neoliberal frameworks. Her work demonstrates increasing attention to transnational governance mechanisms and their impact on intimate relations and bodily autonomy. A notable trend is her critical examination of how anti-trafficking campaigns often employ carceral logic that undermines feminist goals of gender justice. Her scholarship consistently challenges binary frameworks that position sex work solely as exploitation or liberation, instead analyzing the complex economic, political, and social dynamics that shape sexual commerce globally. Bernstein's research has received significant recognition through prestigious awards including: Distinguished Book Award, American Sociological Association, Sociology of Sexualities Section (2020) for "Brokered Subjects" Honorable Mention, Society for the Study of Social Problems Global Division Book Award (2019) Norbert Elias Prize, Norbert Elias Foundation (2009) Distinguished Book Award, American Sociological Association, Sex and Gender Section (2009) Her work has also been supported by major funding organizations including the Institute for Advanced Study, National Science Foundation, Social Science Research Council, AAUW, and Mellon Foundation. As a principal investigator along with Janet Jakobsen for the Gender Justice and Neoliberal Transformations Working Group, Bernstein leads a significant collaborative research initiative sponsored by the Barnard Center for Research on Women. Her grant portfolio demonstrates sustained support from major research institutions, reflecting the significance of her work in gender studies and sociology. While specific student advisees aren't listed in the available materials, her role as a full professor at Barnard College indicates extensive mentorship of undergraduate and likely graduate students in Women's, Gender & Sexuality Studies and Sociology. Bernstein co-leads the Gender Justice and Neoliberal Transformations Working Group, a collaboration among thirteen scholars working transnationally on questions of gender justice. This initiative represents a significant research collective examining how neoliberal policies reshape gender relations globally. Her work with the Barnard Center for Research on Women provides institutional support for this transnational feminist research network, facilitating scholarly exchange and collaborative publication projects that advance critical perspectives on gender, sexuality, and political economy.
Dr. Doyle D. Calhoun serves as University Assistant Professor of Francophone Postcolonial Studies within the Department of French at the Faculty of Modern and Medieval Languages and Linguistics, University of Cambridge, where he is also a Fellow of Peterhouse College. His scholarly profile spans African and Caribbean literary studies, cinema analysis, and historical sociolinguistics with a focus on resistance narratives. His educational trajectory includes a Ph.D. in French from Yale University (2022), an M.A. in Linguistics from KU Leuven, and undergraduate studies in Linguistics and French Literature at Boston College. Additional academic development occurred through residencies at Fondation Camargo (Cassis) and Bibliothèque Marmottan (Paris). Calhoun’s research centers on Francophone postcolonial resistance, particularly suicidal acts against French colonialism as documented in The Suicide Archive (2024). His work excavates silenced histories of Atlantic slavery, abolition movements, and Négritude philosophy through literary and cinematic archives, emphasizing Senegalese and Caribbean contexts. He explores how contemporary writers reconstruct erased narratives of enslaved resistance through transmedia practices. His recent publications reveal a methodological convergence between literary analysis, historical recovery, and decolonial theory. Articles frequently address archival silences in colonial documentation while examining how contemporary artists reimagine resistance through linguistic innovation, cinematic storytelling, and embodied protest. Key thematic clusters include the weaponization of silence, subversive uses of missionary linguistics, and the politics of memory in postcolonial contexts. 2024 Malcolm Bowie Prize (Society for French Studies) 2024 William R. Parker Prize (Modern Language Association) 2021 Ralph Cohen Prize (New Literary History) 2016 Vivien Law Prize (Henry Sweet Society) Calhoun actively mentors graduate students in African/Caribbean literatures and cinema studies, with current projects including Africa after 1848 and Florence . His grant history features academic residencies at Fondation Camargo and Bibliothèque Marmottan, alongside a 2021 scholarship from the latter institution. Public engagement includes the 2025 La Noire de... film symposium and contributions to Los Angeles Review of Books and Salon . He contributes to the Cambridge Language Collective and Polyglossia Magazine while organizing events through Peterhouse. His 2025 podcast appearances on Stegi Radio and New Books Network demonstrate active knowledge dissemination beyond traditional academic channels.
Benjamin Arold is a University Assistant Professor at the Faculty of Economics, University of Cambridge. His academic career spans theoretical and applied research in labor economics, education economics, and AI-driven policy analysis. Previously, he held postdoctoral positions at ETH Zurich and visiting roles at Harvard University and Princeton University. Education: Ph.D. in Economics, LMU Munich His research bridges economic theory with empirical applications, focusing on: Long-term impacts of school curricula on student outcomes AI and NLP applications in labor economics Economics of religion and its societal implications Recent Article Trends: His work highlights intersections between education policy and technological innovation, including meta-analyses of private schooling effects, charter school performance evaluations, and computational methods for analyzing educational interventions. Scientific Awards: Prize for Best Dissertation (2021/2022) - German Economic Association Fürther Ludwig Erhard Prize (2023) Teaching: He teaches advanced courses on NLP in economics at Princeton University and Basel University, with a focus on computational methods for non-standard data.
Kevin M. Lynch is a Professor of Mechanical Engineering at Northwestern University's McCormick School of Engineering, where he also serves as Director of the Center for Robotics and Biosystems. His research spans multiple domains of robotics, with particular expertise in dynamics, motion planning, and feedback control of mechanical systems. Dr. Lynch received his Ph.D. in Robotics from Carnegie Mellon University in 1996, with a thesis on "Nonprehensile Robotic Manipulation: Controllability and Planning" under advisor Prof. Matthew T. Mason. He earned his B.S.E. with honors in Electrical Engineering from Princeton University in 1989. His research interests focus on robotics, particularly dynamics, motion planning, and feedback control of mechanical systems. He investigates mechanics, planning, and control of robotic manipulation (juggling, throwing, pushing, rolling, vibration, etc.) and locomotion. His work also explores self-organizing systems, particularly decentralized control of mobile sensor networks and swarm robotics, underactuated dynamic systems, and physical human-robot interaction with industrial applications. Recent research has expanded into bio-inspired active electrosense, underwater robotics, control and optimization for robot swarms, swarm shape control, and functional electric stimulation. Dr. Lynch's recent publications demonstrate a strong trend toward rehabilitation robotics and human-robot interaction, particularly in lower-limb exoskeletons for gait training and rehabilitation. His work bridges fundamental robotics research with practical applications in healthcare, showing increasing integration of swarm robotics principles with human-centered design. The publications also reveal continued strong contributions to fundamental robotics theory, particularly in swarm formation control and manipulation dynamics. George Saridis Leadership Award in Robotics and Automation (2022) Harashima Award for Innovative Technologies (2017) IEEE Fellow (2010) Charles Deering McCormick Professor of Teaching Excellence (2007-10) Society of Automotive Engineers Ralph R. Teetor Educational Award (2007) Early Career Award in Robotics and Automation (2001) McCormick School of Engineering and Applied Science Teacher Of The Year Award (1998-1999) NSF Career Award (1998) As Director of the Center for Robotics and Biosystems, Dr. Lynch oversees significant research grants and initiatives in robotics. He has made substantial contributions to robotics education through his "Modern Robotics" book and associated Coursera specialization, which has reached thousands of students worldwide. His professional service includes serving as Editor-in-Chief of IEEE Transactions on Robotics, where he oversaw a 90% increase in submissions during his tenure. Dr. Lynch leads research groups focusing on swarm robotics and rehabilitation robotics, with particular emphasis on the Center for Robotics and Biosystems at Northwestern University. His teams integrate expertise from mechanical engineering, electrical engineering, computer science, and rehabilitation medicine to develop innovative robotic systems for both industrial applications and healthcare solutions.
