Physics-Guided Deep Learning Professors and Supervisors

Fedor Aleksandrovich Buzaevمشاهده پروفایل

مدرس

HSE UniversityRussia

Fedor Aleksandrovich Buzaev is a Lecturer and Junior Research Fellow at the Faculty of Computer Science of the National Research University Higher School of Economics (HSE), where he also serves as a postgraduate student in his second year of study. He began his work at HSE in 2024 and is affiliated with both the Institute of Artificial Intelligence and Digital Sciences and the Department of Big Data and Information Retrieval. His educational background includes a Master's degree in Applied Mathematics and Computer Science from HSE (2023) and a Bachelor's degree in Electric Power Engineering and Electrical Engineering from MPEI (2020). Buzaev's research focuses on the intersection of physics and machine learning, particularly in developing physics-informed neural networks for solving complex scientific problems. His work spans several key areas including climate prediction, computational physics, and the solution of partial differential equations. He has made significant contributions to optimizing neural network architectures for scientific computing applications, with a particular emphasis on solving the nonlinear Schrödinger equation and other physics-based problems. His professional experience includes working as a deep learning researcher at Zvuk.com (since December 2024), a junior researcher at the Research and Educational Laboratory of Big Data Analysis Methods (since June 2023), and previous positions at Huawei RRI, JuniStat, and EdisonLab. He teaches the "Machine Learning 1" course at HSE and has expertise in multiple programming languages and research methodologies. Buzaev is currently working on his dissertation with the approved topic "Climate prediction using physically-informed neural networks" under the supervision of Fedor Dmitrievich Ratnikov. His research demonstrates a strong commitment to advancing the application of machine learning techniques in scientific domains, particularly where physical constraints and equations guide the learning process.

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Dalton D. Baldwinمشاهده پروفایل

استاد

Loma Linda UniversityUnited States

Dalton D. Baldwin serves as Professor of Urology at Loma Linda University School of Medicine, where he directs clinical research in endourology and minimally invasive surgery. His academic journey began with a BS from Pacific Union College (1987) followed by MD from Loma Linda University (1991). Dr. Baldwin's research spans urolithiasis management , radiation safety , and renal transplantation . Key focus areas include: AI-enhanced stone imaging optimization Laser lithotripsy innovation (thulium vs. holmium) Radiation reduction techniques (DARRT protocol) PCNL outcomes in special populations Transplantation surgical refinements His 271 publications demonstrate consistent output with 49 articles since 2023, showing strategic shift toward AI applications and radiation safety. Current funding includes an Olympus Corporation grant ($450K) for SOLTIVE™ laser evaluation and 10 internal LLU projects (2024-2026). He mentors 8 residents through hands-on project leadership, with trainees regularly presenting at national meetings. As Director of the T.O.W.E.R. Research Consortium, Dr. Baldwin coordinates global endourology studies across 32 international sites. His lab focuses on immediate clinical translation, with innovations like the radiation-reducing DARRT technique now implemented in 17 US institutions.

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Christopher Edwardsمشاهده پروفایل

دانشیار

Queensland University of TechnologyAustralia

Christopher Edwards is an Associate Professor in Medical Radiation Sciences at Queensland University of Technology's School of Clinical Sciences. He serves as Course Coordinator for the Graduate Diploma in Medical Ultrasound and holds a concurrent position as an Advanced Radiographer/Sonographer with MetroNorth Health District - Queensland Health. With extensive clinical experience spanning Australia and the UK, Dr. Edwards bridges academic and clinical practice in medical imaging. His educational background includes a PhD, Master of Applied Science (medical ultrasound), and Graduate Diploma in Applied Science, all from Queensland University of Technology. Dr. Edwards has been with QUT since 2009, progressing from Lecturer to his current Senior Lecturer/Associate Professor position since 2021, while maintaining clinical practice since 2007. Dr. Edwards' research focuses on advancing ultrasound technology applications, particularly shear wave elastography and quantification techniques for improved clinical diagnosis. His work spans placental research with the Queensland Family Cohort, liver fat quantification methods, and exploring AI applications in sonography. He investigates how technical advancements can translate to better patient outcomes while addressing workforce development challenges in the sonography profession. His recent publications (2024-2025) demonstrate a strong focus on both technical ultrasound advancements and professional practice issues. The research spans placental elastography, liver fat quantification, AI applications in ultrasound, sonographer training pathways, and clinical applications across obstetrics, paediatrics, and emergency medicine. This reflects his dual commitment to technological innovation and professional development in medical imaging. ASA Research Grant Recipient (2022) for Optimising Ultrasound-based Liver Fat Quantification Methods Fellow of the Australasian Sonographers Association (2020) Senior Fellow of the Higher Education Academy Former Chair and Board Director of the Australasian Sonographer Accreditation Registry Dr. Edwards actively supervises multiple PhD and MPhil students, focusing on placental elastography, AI applications in ultrasound, sonographer training pathways, and liver fat quantification. His research is supported through collaborations with Mater Research, CSIRO, Queensland Health, and the Queensland Family Cohort. He is deeply committed to developing national accreditation standards and improving equitable training for sonographers while creating research pathways for clinical professionals. As Director of the Centre for Biomedical Technologies and through his leadership roles with the Australasian Sonographers Association, Dr. Edwards works at the intersection of clinical practice, academic research, and professional standards development in medical sonography.

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Lian Liمشاهده پروفایل

استاد

Max Planck Institute for Security and PrivacyGermany

Lian Li is a Professor in the Institute of Computing Technology at the Chinese Academy of Sciences, where he leads the program analysis research group. He holds a PhD from the University of New South Wales, Australia, and a Bachelor's degree from Tsinghua University in Engineering Physics. His research focuses on developing innovative program analysis techniques and tools to enhance software reliability and security. His educational background includes a PhD in Computer Science from the University of New South Wales (2003-2007) with a thesis on "ScratchPad Management for Static Data Aggregates" under Professor Jinling Xue, and a Bachelor's degree in Engineering Physics from Tsinghua University (1993-1998). Lian Li's research primarily centers on program analysis techniques, particularly static analysis methods for software security and reliability. His group developed Wukong, a static analysis and detection system capable of identifying deep security vulnerabilities across functions, components, and complex dependencies in C/C++, Java, and Android applications. This tool has discovered thousands of errors in popular open-source software including Google Chromium, Bash, sed, and Hadoop, with hundreds confirmed by developers and over 50 CVEs assigned. His publication record shows a strong focus on program analysis, particularly context-sensitive pointer analysis, taint analysis, and vulnerability detection. His recent work (2021-2024) demonstrates continued innovation in context-free language reachability, efficient IFDS algorithms, and specialized analysis for generics and authorization vulnerabilities. His research spans cybersecurity, programming languages, and software engineering domains, with emphasis on practical applications for real-world software systems. ASE 2019 Distinguished Paper Award CCS 2022 Best Paper Honorable Mention Lian Li has guided numerous PhD and Master's students in computer system architecture and software theory. His research group maintains active collaborations across various software analysis domains, with funding supporting their work on tools like Wukong. They have developed significant intellectual property including multiple patents related to program analysis techniques. The program analysis research group he leads focuses on developing practical tools for software reliability and security. Their work bridges theoretical program analysis with real-world applications, particularly through the Wukong analysis system which has been successfully applied to major open-source projects.

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Alister O'Loughlinمشاهده پروفایل

مدرس

Falmouth UniversityUnited Kingdom

Alister O'Loughlin serves as an Associate Lecturer at Falmouth University while co-leading Prodigal Theatre and Prodigal UPG, renowned for their 'epic within a small frame' physical theatre productions. His career bridges academic instruction in acting and company creation with international performance work, including 16 years of parkour-based ensemble development across five continents under British Council commissions. His formal education includes: 2017: Diploma In Dance Teaching & Learning (DDTAL) from Trinity Laban Conservatoire of Music and Dance 1995: BA (Hons) Theatre & Visual Art from Brighton University Research centers on Physical Theatre innovations like Performance-Parkour (2PK) and the Odin Tradition, with deep exploration of Regency Actor-Manager history (Edmund Kean era) and Stanislavskian/Grotowskian physical actions . His work examines how parkour techniques transform stagecraft while preserving Laboratory Theatre principles developed through collaborations with Steven Berkoff's 'In Yer Face' movement. Professionally, he co-founded Cornwall's first touring outdoor performance festival (The PAR-teee) and designed the UK's inaugural permanent parkour site (Crawley PKTA). As policy influencers in Cornwall, he and Prodigal UPG maintain strategic dialogues with Cornwall Council, Arts Council England, and climate initiatives like the Time & Tide Bell Organisation. Their 5 Guiding Principles framework redefined fair freelance practices during pandemic recovery. International engagements span Tuscan community theatres, Danish company Teatret OM, and Erasmus+ projects connecting artists across 12+ countries. Current initiatives include developing KRESEN GUL HWEL—a sustainable rehearsal center in Par—and touring The Fight with The Emergent Ensemble, which mentors recent graduates through Time Tide Bell commissions.

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