Optimization
UnderstandingtheEffectofStochasticity inPolicyOptimization
Neural Information Processing Systems
Until recently it had generally been assumed thatmethods based onfollowingthepolicygradient (PG)[1]could notbeguaranteed toconverge to globally optimal solutions, given that the policy value function is not concave.
Technology:
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.67)
Country:
- Asia > China > Beijing > Beijing (0.04)
- North America > United States > New York > Erie County > Buffalo (0.04)
- Asia > Middle East > Jordan (0.04)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.46)
Country:
- South America > Chile (0.04)
- North America > United States > Massachusetts > Middlesex County > Cambridge (0.04)
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.93)
Country:
- Europe > France > Auvergne-Rhône-Alpes > Isère > Grenoble (0.04)
- North America > Canada (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
- Information Technology > Data Science > Data Mining (0.93)
- Information Technology > Game Theory (0.68)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.67)
Country:
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
- Asia > Middle East > Jordan (0.04)
- North America > Canada (0.04)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Evolutionary Systems (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.94)
- (2 more...)
Country:
- North America > Canada > Quebec > Montreal (0.05)
- Asia > Middle East > Jordan (0.04)
- Europe > Russia (0.04)
- (2 more...)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Gradient Descent (0.48)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.46)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.46)
Country:
- Europe > France > Auvergne-Rhône-Alpes > Isère > Grenoble (0.04)
- Europe > Russia (0.04)
- Asia > Russia (0.04)
- (2 more...)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (0.68)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.46)
Country:
- Europe > France > Auvergne-Rhône-Alpes > Isère > Grenoble (0.04)
- North America > United States > New York > New York County > New York City (0.04)
- Europe > Russia (0.04)
- (3 more...)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (0.69)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.46)
Country:
- North America > United States > New York > Erie County > Buffalo (0.04)
- Asia > Middle East > Jordan (0.04)
Genre:
- Research Report > Experimental Study (1.00)
- Research Report > New Finding (0.67)
Technology:
- Information Technology > Artificial Intelligence > Vision (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Search (0.64)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.67)