IEEE Fellow; UF Research Foundation Professor of Computer & Information Sciences & Engineering, Associate Director of Nelms Institute for the Connected World at the University of Florida

Inventor of the All-Digital Fault-tolerant Fibre-Optic Equalizer deployed in the Global Internet, International Fellow UK Royal Academy of Engineering; Member Royal Irish Academy; Fellow US National Academy of Inventors; Awardee 2019 OSA/IS&T Edwin Land Medal, 2001 ICO Prize and 2001 Carl Zeiss Abbe Medal; IEEE Fellow; OSA Fellow; SPIE Fellow; IET Fellow; IOP Fellow; EOS Fellow; Honorary Fellow Engineers Ireland Society; PhD Caltech, Chair Professor of Electrical & Electronic Engineering University College Cork, Ireland.

Fellow of US National Academy of Inventors; IEEE Fellow; IAPR Fellow; ACM Distinguished Scientist; Empire Innovation Professor in the Department of Computer Science and Engineering, University at Buffalo; Research Staff Member at the IBM Thomas J. Watson Research Center

IEEE Fellow; IET Fellow; Wilmot J. Nicholson Family Chair Professor and  Chair at Department of Computer Science and Engineering at Santa Clara University

ISCA Fellow; A*STAR Fellow; 2025 Asia Women Tech Leader Award; inducted professional member of IEEE Eta Kappa Nu (HKN); 2025 NeurIPS Program Chair; 2023 ICLR Program Chair; APSIPA Board of Governor (2024–2026); IEEE Distinguished Lecturer (2023); ISCA Board Member (2021-2024); Singapore 100 Women in Tech; P&G Connect + Develop Open Innovation Award; UNESCO L’Oréal Singapore For Women in Science National Fellowship. Ten Best Paper Awards at EMNLP, ACL, EACL, MICCAI, SIGDIAL, COLING, APSIPA, IEEE ICASSP. Keynote speaker at IEEE, ACM, ACML, ICLR, ACL, EMNLP workshops and conferences. Head of Multimodal Generative AI Group and Director of AI for Education Programme at Institute for Infocomm Research (I2R), A*STAR; Principal Investigator at the Centre for Frontier AI Research (CFAR), A*STAR.

IEEE Life Fellow; ACM Distinguished Educator; Fellow at the Software Engineering Institute (SEI) and Adjunct Professor of Software Engineering at Carnegie Mellon University

Fellow of the International Academy of Medical and Biological Engineers (IAMBE); Fellow of American Institute for Medical and Biological Engineering (AIMBE); Director of the Center for Neurotechnology in Mental Health Research, Professor of Biomedical Engineering and Electrical Engineering, Lloyd & Dorothy Foehr Huck Chair in Brain Imaging, The Pennsylvania State University, USA.

Fellow of the National Academy of Inventors; IEEE Fellow; Erik Jonsson Distinguished Professor & ECE Associate Head at UT-Dallas; Recipient of the 2019 IEEE SPCC technical recognition award and 2021 Qualcomm faculty award

IEEE Fellow; IEEE Distinguished Speaker; Senior Principal AI Engineer and Director of Machine Intelligence Research Programs at Intel Labs, California, USA; Former CTO of Eta Compute, developing energy efficient AI applications for edge devices; Former Principal Scientist and Director of the Center for Neural and Emergent Systems at HRL Labs; Expertise in Energy Efficient AI, ML and Neuromorphic Systems and Brain Inspired Computing.

Fellow of the World Academy of Sciences (TWAS); Fellow of the Indian National Academy of Engineering (INAE); Fellow of the Indian Academy of Sciences (IASc); Fellow of the Indian National Science Academy (INSA); Fellow of the National Academy of Sciences, India (NASI); Fellow of the Institution of Electronics and Telecommunication Engineers (IETE); Professor at the Supercomputer Education and Research Centre, Indian Institute of Science (IISc), and Associate Director of IISc (2005-2014).

IEEE Fellow; ACM Distinguished Scientist; Professor of Computer Science, Thomas L. Phillips Professor of Engineering, Director of the Sanghani Center for Artificial Intelligence and Data Analytics, Director of the Amazon-VT Initiative in Efficient and Robust Machine Learning, AI and Machine Learning Lead at Virginia Tech Innovation Campus, Virginia Tech, USA.

IEEE Fellow, AAAI Fellow, IAPR Fellow, ACM Fellow, AAAS Fellow, SPIE Fellow; Research Professor in the Department of Electrical and Computer Engineering, Beckman Institute, and Coordinated Science Laboratory at University of Illinois at Urbana-Champaign (UIUC), USA; Founding president of Vision Technology, a computer vision technology company.

IEEE Fellow; SPIE Fellow; Director, Embedded Machine Learning (EML) Laboratory of University of Texas at Dallas; Erik Jonsson Distinguished Professor of Electrical and Computer Engineering at University of Texas at Dallas

Member of Academia Europaea; IEEE Fellow; MICCAI Fellow; Professor and Head of the Chair for Computer Aided Medical Procedures (CAMP) at the Technical University of Munich; Adjunct Professor of Computer Science at Johns Hopkins University

Member of U.S. National Academy of Engineering; Fellow of the U.S. National Academy of Inventors; IEEE Fellow; IBM Professor of Engineering Management in the Daniel Epstein Department of Industrial and Systems Engineering, Professor of Computer Science Practice in the Department of Computer Science at Viterbi School of Engineering, University of Southern California

Fellow of the Australian Academy of Science; Fellow of the ASEAN Academy of Engineering and Technology; Former Fellow of the European Academy of Science (2002-04); Former Fellow of the Institution of Engineers, Australia (1997-2000); Professor Emeritus in Mechanical Engineering at National University of Singapore; Honorary Professor in the School of Aerospace, Mechanical and Mechatronic Engineering, the University of Sydney, Australia; Qiushi Chair Professor in the Department of Engineering Mechanics, Zhejiang University, China.

IEEE Fellow; SPIE Fellow; ASCE Fellow; RSC Fellow; IAAM Fellow; AAAS Fellow; Fellow of the European Academy of Sciences; Fellow of the National Academy of Inventors; Professor with the Department of Civil, Environmental, and Construction Engineering, University of Central Florida, USA.

Member of the French Academy of Sciences and the French Academy of Surgery; AIMBE Fellow; EAMBES Fellow; MICCAI Fellow; Research Director of class exceptional at Inria, head of the Epione research project team dedicated to e-Patients for e-Medicine, and Scientific Director of the new AI institute 3IA Côte d’Azur.