IEEE Fellow; AAAS Fellow; ACM distinguished member; Professor in Computer Science Department and Director of the Data Security and Privacy Lab at the University of Texas at Dallas

IEEE Life Fellow; Member of the Academia Europaea; Professor Emeritus at Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland; Former President of the Swiss Association for Pattern Recognition; Former Editor-in-Chief of the Signal Processing Journal by EURASIP, and the Signal, Image and Video Processing journal by Springer; Recipient of the gold medal of EURASIP for meritorious services, the IEEE ASSP technical achievement award, the IEEE Third millennium Medal, an honorary doctorate from the Catholic University of Louvain, the technical achievement award of EURASIP and the imaging scientist of the year award of the IS&T and SPIE in 1983, 1997, 2000, 2001, 2003 and 2003 respectively.

IEEE Life Fellow; SPIE Fellow; AIMBE Fellow; Member of National Academy of Inventors; Professor with the Department of Biomedical Engineering, Director of the Medical Imaging and Image Analysis Laboratory, George Washington University; Recipient of the Fulbright Distinguished Chair in Advanced Science and Technology in Australia from 2013 to 2014.

IEEE Fellow; IFAC Fellow; JSPS Fellow; Professor of Control Theory and Systems Biology and Former Chair of the Department of Biosystems Science and Engineering (D-BSSE), ETH Zürich, Switzerland; Recipient of the Engineering Research Council (ERC) Advanced Grant and the Swiss National Science Foundation Advanced Grant.

Fellow of Cognitive Science Society; Fellow of the Psychonomics Soceity; Associate member of the Science Council of Japan; Executive Board member of the International Association for the Study of Child Language (IASCL); Professor in the Faculty of Environment and Information Studies, Graduate school of Media and Governance, the Keio University, Japan.

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.

IEEE Fellow; AIAA Fellow; ASME Fellow; IFAC Fellow; Senior Member of National Academy of Inventors; W. Grafton and Lillian B. Wilkins Professor of Mechanical Science and Engineering, Director of the Center for Autonomous Vehicles in Air Transportation Engineering (AVIATE), Former Director of the Intelligent Robotics Laboratory, University of Illinois at Urbana-Champaign, USA; Cofounder and Chief Scientist of Intelinair; Recipient of AIAA Mechanics and Control of Flight Award in 2011, the Humboldt prize for her lifetime achievements in 2014, SWE Achievement Award in 2015, IEEE CSS Award for Technical Excellence in Aerospace Controls in 2017, and AIAA Pendray Aerospace Literature Award in 2019; Her work was featured in the New York Times, on Fox TV and CNBC.

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; AAAS Fellow; ACM Distinguished Member; Professor of Computer Science and Co-Director for the Center for Emergency Response Technologies, the Donald Bren School of Information and Computer Sciences, the University of California, Irvine, USA; Recipient of the prestigious NSF Career Award, multiple Undergraduate Teaching Excellence Awards and best paper awards.

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.