10 citations · 13 across the 2 of their papers we have counts for
2 papers
cs.LG2021★ 3 cited
Variational Inference with Holder Bounds
Junya Chen, Danni Lu, Zidi Xiu +3
The recent introduction of thermodynamic integration techniques has provided a new framework for understanding and improving variational inference (VI). In this work, we present a…
stat.ML2021★ 10 cited
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization
Qing Guo, Junya Chen, Dong Wang +6
Successful applications of InfoNCE and its variants have popularized the use of contrastive variational mutual information (MI) estimators in machine learning. While featuring supe…