Research

Pushing the boundaries of applied AI

Research Directions

Our research agenda focuses on solving the hardest problems at the intersection of AI theory and industrial application.

Multimodal AI

Combining vision, language, and sensor data into unified models that understand the world holistically. Our multimodal architectures process text, images, audio, and structured data simultaneously for richer decision-making.

Vision-Language ModelsSensor FusionCross-Modal Retrieval

Edge Computing

Bringing intelligence to the edge with ultra-efficient models that run on resource-constrained devices. We research model compression, neural architecture search, and hardware-aware optimization for sub-watt inference.

Model CompressionTinyMLOn-Device Learning

Federated Learning

Training models across distributed datasets without centralizing sensitive data. Our federated frameworks enable multi-party collaboration while preserving privacy and complying with global data regulations.

Privacy-Preserving AIDistributed TrainingSecure Aggregation

Explainable AI

Making black-box models transparent and auditable. We develop interpretability techniques that provide human-readable explanations for model decisions, essential for regulated industries and trust-building.

Model InterpretabilityAudit TrailsBias Detection
85+Patents Filed
40+Research Papers
12University Partnerships

Academic Partnerships

We collaborate with world-leading research institutions to accelerate breakthroughs from lab to production.

MIT Computer Science & AI Lab
Stanford AI Research Institute
ETH Zürich Machine Intelligence Lab
Tsinghua University AI Center
University of Toronto Vector Institute
Oxford Robotics Institute
TU Munich Applied AI Lab
National University of Singapore AI Group
KAIST AI Graduate School
Technion Autonomous Systems Lab
University of Tokyo Intelligent Systems
Imperial College Data Science Institute

Collaborate With Us

Interested in joint research, publishing, or technology licensing? Our research partnerships team is ready to explore opportunities.