Our business focus areas include, but are not limited to, the following:

1. Increasing efficiency of our employees and empowering them to make better decisions: automation and augmentation of complex cognitive tasks beyond chatbots;

2. Foreseeing and preventing threats, from financial crime to cyber-attacks;

3. Bringing customer experience to the next level: behavior analysis, hyper-personalized recommendations, improving customer support;

4. Understanding and predicting complex financial systems for better decision making for investment management, risk assessment, and trading.

The problem definition is open but should have significant business potential. Proposed methodologies may include, but are not limited to, the following:

1. Graph Neural Networks

2. Graph Theory and Network Analysis

3. Time Series Prediction and Analysis

4. Generative and Foundation Models

5. Knowledge Graphs

6. Natural Language Processing

7. Multiagent Systems and Game Theory

8. Reinforcement Learning and Control

9. Combinatorial Optimization

10. Causal Inference and Discovery