DAVIAN pursues research across the breadth of modern AI — from generative models and 3D vision to language models, reinforcement learning and robotics, model interpretability, data mining, and healthcare AI. Explore each topic below.
Generative Models & Diffusion
Image, video, and content generation with diffusion and adversarial models.
Large Language Models & NLP
LLMs and language technology: translation, dialogue, agents, and multimodal understanding.
Reinforcement Learning & Robotics
Scalable reinforcement learning and vision-language-action models for control.
Efficient & Adaptation Methods
Parameter-efficient fine-tuning, distillation, and model compression.
Trustworthy & Interpretable AI
Interpretability, fairness, robustness, and debiasing for reliable models.
Time-Series & Data Mining
Forecasting, anomaly detection, graphs, and recommendation over temporal and relational data.
Visual Recognition & 3D
Recognition, segmentation, and 3D perception — avatars, rendering, and robust vision.
Medical & Healthcare AI
Machine learning for medical imaging and clinical data.
Data Visualization & Visual Analytics
Interactive visual analytics and interpretable interfaces for data and models.