Babak Esmaeili

6 papers · 2019–2023 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

Jump to papers ↓

🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (11) 🐣 Hot Topic Early Bird

Venues

AISTATS (3) NeurIPS (2) ICML (1)

Top co-authors

Jan-Willem van de Meent (5) Hao Wu (3) Alican Bozkurt (2) Heiko Zimmermann (2) Jennifer Dy (2) Jean-Baptiste Tristan (2) Byron Wallace (1) Brooks Paige (1) Robin Walters (1) Sarthak Jain (1)

Research topics

Machine Learning (6) Deep Learning (4) Core Methods (4) Models (4) Learning Types · Machine Learning (3) Optimization & Theory (2) Artificial Intelligence (1) Mathematics & Optimization (1) Architectures (1) Bayesian & Probabilistic (1) Learning Types · Deep Learning (1) Mathematics (1)

Keywords

mutual information (2) variational inference (2) variational autoencoder (2) out-of-domain detection (1) importance sampling (1) rate distortion (1) amortized inference (1) generative model (1) latent variable model (1) latent variable (1) multimodal distribution (1) disentangled representation (1) inductive bia (1) normalizing flow (1) energy-based model (1) topological obstruction (1) evidence lower bound (1) generalization performance (1) neural topic model (1) joint density (1)

Papers

Topological Obstructions and How to Avoid Them NeurIPS 2023 Conjugate Energy-Based Models ICML 2021 Nested Variational Inference NeurIPS 2021 Rate-Regularization and Generalization in Variational Autoencoders AISTATS 2021 Structured Disentangled Representations AISTATS 2019 Structured Neural Topic Models for Reviews AISTATS 2019