Bert Huang

Latest

• Stability and Generalization in Structured Prediction
• The Benefits of Learning with Strongly Convex Approximate Inference
• On the Strong Convexity of Variational Inference
• PAC-Bayesian Collective Stability
• Collective Activity Detection using Hinge-loss Markov Random Fields
• Collective Stability in Structured Prediction: Generalization from One Example
• Empirical Analysis of Collective Stability
• Graph-based Generalization Bounds for Learning Binary Relations
• Hinge-loss Markov Random Fields: Convex Inference for Structured Prediction
• Multi-relational Learning Using Weighted Tensor Decomposition with Modular Loss
• PAC-Bayes Generalization Bounds for Randomized Structured Prediction
• Improved Generalization Bounds for Large-scale Structured Prediction
• Multi-relational Weighted Tensor Decomposition
• Query-driven Active Surveying for Collective Classification