Learning Graphical Models
A graphical model or probabilistic graphical model (PGM) or structured probabilistic model is a probabilistic model for which a graph expresses the conditional dependence structure between random variables. They are commonly used in probability theory, statistics—particularly Bayesian statistics—and machine learning. (Wikipedia)
MARPLE: A Benchmark for Long-Horizon Inference Emily Jin Zhuoyi Huang
Neural Information Processing Systems
Reconstructing past events requires reasoning across long time horizons.
Country:
- North America > United States > New Jersey > Mercer County > Princeton (0.04)
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Genre:
- Research Report > New Finding (0.67)
- Research Report > Experimental Study (0.46)
Country:
- North America > United States > Illinois (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Europe > Italy > Calabria > Catanzaro Province > Catanzaro (0.04)
- Asia > China > Hubei Province > Wuhan (0.04)
Technology:
Learning General Parameterized Policies for Infinite Horizon Average Reward Constrained MDPs via Primal-Dual Policy Gradient Algorithm
Neural Information Processing Systems
This paper explores the realm of infinite horizon average reward Constrained Markov Decision Processes (CMDPs).
Country:
- North America > United States > Indiana > Tippecanoe County > West Lafayette (0.04)
- North America > United States > Indiana > Tippecanoe County > Lafayette (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- (3 more...)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Data Science (0.92)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.34)
Country:
- North America > United States > Wisconsin > Dane County > Madison (0.14)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (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 (0.46)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.45)
Country:
- Asia > China > Zhejiang Province > Hangzhou (0.04)
- Asia > China > Shaanxi Province > Xi'an (0.04)
Industry:
- Education (0.67)
- Information Technology (0.46)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (1.00)
- (4 more...)
Country:
- Asia > China > Hong Kong (0.04)
- North America > Canada > Ontario > Toronto (0.04)
- Europe > Belgium > Brussels-Capital Region > Brussels (0.04)
- (3 more...)
Industry:
- Information Technology > Software (0.93)
- Law (0.92)
- Information Technology > Services (0.68)
Technology:
- Information Technology > Software (1.00)
- Information Technology > Information Management (1.00)
- Information Technology > Data Science > Data Mining (1.00)
- (8 more...)
Country:
- Europe > Middle East > Malta > Port Region > Southern Harbour District > Floriana (0.04)
- Europe > Austria > Styria > Graz (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- (2 more...)
Genre:
- Instructional Material (0.46)
- Research Report > New Finding (0.45)
Country:
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
- Europe > Netherlands > South Holland > Delft (0.04)
Industry:
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models (0.93)
- Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (0.71)
Country:
- North America > United States > Virginia > Arlington County > Arlington (0.04)
- North America > United States > Louisiana > Orleans Parish > New Orleans (0.04)
- North America > United States > District of Columbia > Washington (0.04)
- (6 more...)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.94)
- 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 (0.46)
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning Jianzhun Shao, Y un Qu
Neural Information Processing Systems
MARL in real scenarios is still challenging due to the same safety and efficiency concerns in single-agent setting, then it is worth conducting investigation for offline RL in multi-agent setting.
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Agents > Agent Societies (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.46)