Alvin Heng

3 papers · 2023–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (13)

Venues

NeurIPS (2) ICML (1)

Top co-authors

Harold Soh (3) Alexandre H. Thiery (1) Andre Lim (1) Abdul Fatir Ansari (1)

Research topics

Deep Learning (3) Machine Learning (3) Models (3) Learning Types · Machine Learning (2) Data Science & Analytics (1) Application Areas (1) Bayesian & Probabilistic (1) Core Methods (1) Learning Types · Deep Learning (1) Methods (1) Optimization & Theory (1)

Keywords

diffusion model (2) continual learning (1) variational inference (1) anomaly detection (1) machine unlearning (1) time series (1) amortized inference (1) generative model (1) state space model (1) variational autoencoder (1) out-of-distribution detection (1) text-to-image model (1) latent dynamics (1) time series imputation (1) irregular sampling (1) continuous-discrete filtering (1) unsupervised learning (1) path curvature (1)

Papers

Out-of-Distribution Detection with a Single Unconditional Diffusion Model NeurIPS 2024 Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series ICML 2023 Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models NeurIPS 2023