Research

Publications, Workshops and Preprints:

My Google scholar can be found here

Publications:

• Doan, T.; Monteiro, J.; Albuquerque, I.; Mazoure, B.; Durand, A.; Hjelm, R D.; Pineau, J.; On-line Adaptative Curriculum Learning for GANs. AAAI, 2019. (Spotlight)
• Albuquerque, I.* ; Monteiro, J.* ; Doan, T.; Considine, B. ; Falk, T. ; Mitliagkas, I.; Multi-objective training of Generative Adversarial Networks with multiple discriminators. ICML, 2019. (Oral)
• Mazoure, B.*; Doan, T.*; Durand, A.; Hjelm, R D; Pineau, J.; Leveraging exploration in off-policy algorithms via normalizing flows. CoRL, 2019. (Spotlight)

Workshops:

• Doan, T.; Veira, N.; Keng, B. Generating Realistic Sequences of Customer-level Transactions for Retail Datasets. ICDM Workshop on Data Mining for Services 2018
• Mazoure, B.*; Doan, T.*; Ray, S. EmojiGAN: learning emojis distributions with a generative model. EMNLP Workshop, 2018.
• Henderson P.*, Doan T.* , Islam R., Meger D. Bayesian Policy Gradients via Alpha Divergence Dropout Inference, NIPS Workshop on Bayesian Deep Learning , 2017.

Preprints:

• Doan, T.*; Mazoure, B.*; Lyle, C. GAN Q-learning. arXiv, 2018.
• Venkattaramanujam S.; Crawford E.; Doan, T.; Precup D.; Self-supervised Learning of Distance Functions for Goal-Conditioned Reinforcement Learning. arXiv, 2019.

* Equal Contributions

Paper Reviewing:

• 2019: Energy Systems
• 2018: Women In Machine Learning workshop (WiML) @ Neurips