Cryptography, Multi-party computation, Privacy-preserving machine learning

Representational learning for video/images/speech.

Communication networks, Stochastic systems, Federated learning, Optimization, Game theory

Theory of Deep learning, Algorithms, Randomness

Middleware for Cyberphysical systems, Smart cities, Micro-nano electronics, Neuroelectronic hybrid systems

Image processing pipelines, Dense linear algebra, Deep neural networks, and Deep learning

Signal processing, Compression, Machine vision, Image/video processing, Pattern recognition and multimedia

Algorithmic game theory and Approximation algorithms

Stochastic control and optimization, Simulation, Communication networks, Reinforcement learning

Geometric algorithms and Data Structures, Approximation algorithms, and Streaming algorithms

Machine learning, Convex optimization

Computer vision, Pattern recognition, Image processing

Systems theory, Probabilistic graphical models, Stochastic processes, Geometric tessellation and optimization

Numerical optimization, Approximation methods, Image processing, Computer vision

Pattern recognition, Data mining, Soft computing

Information theory, Statistical learning, Computational algebra

Auditory neuroscience, Machine learning and Pattern recognition, particularly Speech processing, Optical character recognition, Machine listening, Medical image processing, and Speech synthesis

Signal processing, Machine learning, Deep learning and Neuroscience

Computer security, including security and privacy issues in modern AI/ML systems.

Human speech communication, Signal and information processing, Machine learning, Text analytics

Machine learning, Sequential decision making, Online and reinforcement learning

Computer vision, Geometry in vision, 3D reconstruction

Sparse signal processing, Neuroscience, Road traffic simulator, Indoor positioning, Radar signal processing, Autonomous navigation

Design and analysis of algorithms, Pattern matching algorithms, Graph connectivity algorithms

Image/video signal processing, Computer vision using tools from machine learning, Statistics and visual neuroscience

Database systems, Data mining, Biological databases, Multi-lingual databases

AI for software development, Interpretable and secure AI

Mathematical foundations of computing, Algorithms for large-Scale data, Spectral algorithms, Clustering

Optimization, Geometry, Logic, Biology

Digital signal processing, Information theory, Estimation theory

Pattern clustering

Game theory, Auctions and mechanism design, Blockchain technology, Learning with strategic agents

Scientific visualization, Computational topology, Computational geometry, and Geometry processing

Transportation planning, Travel demand modeling and forecasting

Demand management of scarce resources, Revenue management, Discrete optimization

Network games, Real-time control of traffic, Shared ride systems, Transportation logistics, Evacuation

Pattern recognition, Computational neuroscience, Temporal data mining

Bio-inspired speech/audio processing, Image processing, Biomedical imaging, Sampling theories, Optical imaging, Sparse signal processing, Image processing for Healthcare applications

Convex optimization, Data mining

Cloud and edge computing, Distributed graph processing platforms and Elastic stream processing

Mobile and networked systems, Intersection of sensor systems and mobile computing, and on Efficient mobile communication.

Applied mathematics, Physical modeling, Coding, Signal processing and VLSI systems architecture for Novel magnetic/optical recording channels, Quantum information processing, Neural nets and math modeling of complex systems

Communication, computation, and control over networks, Decentralised algorithms over graphs and networks, Network analytics, Information geometry.

Machine learning, Natural language processing, Data integration, Cognitive science

Brain-inspired computing, neuromorphic engineering, Analog/digital IC design, Computational neuroscience, Machine learning

Human sensing and perception, Computer vision and Machine learning

Stochastic approximation, Random topology and their applications to reinforcement learning and Topological data analysis

Hybrid robotic systems, Safety critical control and applications of learning theory to legged locomotion.

Information theory, Statistics, Cryptography, Machine learning, Distributed intelligence systems, Socio-technical systems

Uncertainty quantification and analysis – theory, numerics, Software, Applications; Bayesian inference and data assimilation; Dynamic data-driven stochastic ocean modeling; Cyclone track prediction; Optimal routing of marine and aerial vehicles.

Cognition, Computation and behaviour, Applying artificial intelligence (AI) algorithms, including Deep learning, for understanding brain mechanisms of attention in healthy individuals, and its decline in neurodegenerative disorders.

Approximation algorithms, Online algorithms, Online learning, Combinatorial optimization, Computational geometry, Graph algorithms, Parameterized algorithms, Algorithms for big data and Machine learning.

Intelligent flight control system, Autonomous system, Applied game theory, Computer vision and robotics, Machine learning and AI.

Mathematical signal processing, Statistical inference and learning, applied to communication systems, Network sciences, and Computational imaging.

Bayesian inference, Reliability and survival analysis, Statistical computing, Statistical quality control, Econometrics.

Network theory, Applied probability, Optimization methods, and in their applications to distributed systems, Statistical signal processing, Queueing theory, Information theory, Estimation & detection theory, Combinatorics, and Probability theory.

Understanding and characterising latency versus redundancy trade-offs in distributed systems. Understanding how to communicate with robots in natural language so certain tasks can be accomplished.

Pricing, Investment decision, Exposure management, Risk mitigation.