Optimizing generative dialog state tracker via cascading gradient descent

Mathematics

• Dialogue 100%
• Gradient Descent 88%
• Generative Models 67%
• Component Model 61%
• Dialogue Management 52%
• Partially Observable Markov Decision Process 39%
• Decision Model 33%
• Descent Algorithm 30%
• Gradient Algorithm 29%
• Probability Model 27%
• Process Model 26%
• Policy 23%
• Model-based 21%
• Optimization 18%
• Performance 14%
• Framework 13%
• Model 7%

Engineering & Materials Science

• Markov processes 12%