Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series. - Abdul Fatir Ansari; Alvin Heng; Andre Lim; Harold Soh (ICML, 2023)

Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models. - Alvin Heng; Harold Soh (NeurIPS, 2023)

Out-of-Distribution Detection with a Single Unconditional Diffusion Model. - Alvin Heng; Alexandre H. Thiery; Harold Soh (NeurIPS, 2024)

Generative Modeling with Flow-Guided Density Ratio Learning. - Alvin Heng; Abdul Fatir Ansari; Harold Soh (ECML/PKDD (2), 2024)

Know When to Abstain: Optimal Selective Classification with Likelihood Ratios. - Alvin Heng; Harold Soh (CoRR, 2025)