Artificial Intelligence Hardware
Heterogeneous Machine Intelligence
Heterogeneous intelligent systems bring together deep learning, neuromorphic models, brain-inspired associative memories, and fundamentally new ways of encoding information.
Hyperdimensional (HD) Computing
As an AI paradigm beyond neural networks, HD computing draws inspirations from how the human brain computes with patterns of neural activities in high-dimensional space, for energy-efficient, streamlined, life-long learning.
AI Hardware-Algorithm Co-Design
To scale AI models for muti-modal, life-long learning scenarios, the underlying hardware must take a key role in shaping the design of hardware-aware model architectures and learning algorithms, with inspirations from neuroscience.