Markov Models
Country:
- North America > United States > Pennsylvania (0.04)
- North America > United States > Massachusetts > Middlesex County > Cambridge (0.04)
- North America > Canada > British Columbia > Metro Vancouver Regional District > Vancouver (0.04)
Technology:
On the Importance of Exploration for Generalization in Reinforcement Learning
Neural Information Processing Systems
We hypothesize that the agent's exploration strategy plays a key role in its ability to generalize to new environments.
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.93)
Country:
- North America > United States > Massachusetts > Middlesex County > Cambridge (0.04)
- North America > Costa Rica > Heredia Province > Heredia (0.04)
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
- Europe > Spain (0.04)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty (0.93)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.69)
Country:
- North America > United States > New York > New York County > New York City (0.14)
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
- North America > United States > Pennsylvania > Allegheny County > Pittsburgh (0.04)
- (8 more...)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning > Agents (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (0.69)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.47)
POMDPs in Continuous Time and Discrete Spaces
Neural Information Processing Systems
Many processes, such as discrete event systems in engineering or population dynamics in biology, evolve in discrete space and continuous time.
Country:
- North America > United States > California > Los Angeles County > Los Angeles (0.14)
- Europe > Germany > Hesse > Darmstadt Region > Darmstadt (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- (6 more...)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (1.00)
POMDPs in Continuous Time and Discrete Spaces
Neural Information Processing Systems
Many processes, such as discrete event systems in engineering or population dynamics in biology, evolve in discrete space and continuous time.
Country:
- North America > United States > California > Los Angeles County > Los Angeles (0.14)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Europe > Germany > Hesse > Darmstadt Region > Darmstadt (0.04)
- (6 more...)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (1.00)
Country:
- North America > United States > California > Alameda County > Berkeley (0.14)
- North America > United States > New Jersey (0.04)
- North America > United States > California > Santa Clara County > Mountain View (0.04)
- (3 more...)
Technology:
- Information Technology > Artificial Intelligence > Robots (0.94)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Agents (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.47)
Country:
- North America > United States > Louisiana > Orleans Parish > New Orleans (0.04)
- Europe > Portugal > Braga > Braga (0.04)
- Europe > Austria (0.04)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Natural Language (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.46)
Country:
- North America > United States > California > San Francisco County > San Francisco (0.14)
- North America > United States > New York > New York County > New York City (0.04)
- North America > Canada > Quebec > Montreal (0.04)
- (2 more...)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.68)
Hardness in Markov Decision Processes: Theory and Practice
Neural Information Processing Systems
Finally, we benchmark five tabular agents in our newly proposed benchmark.
Country:
- Europe > United Kingdom > England > Greater London > London (0.04)
- Asia > Middle East > Jordan (0.04)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.84)