Tiago da Silva

Data Scientist @ Rei do Pitaco

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I am a Data Scientist at Rei do Pitaco. Prior to this, I obtained my PhD degree in Applied Mathematics from the School of Applied Mathematics of the Getulio Vargas Foundation (FGV) under the supervision of Diego Mesquita. I also hold a BSc and MSc degrees in Data Science from the same institution. During my PhD, I worked on (large-scale) amortized inference and statistical learning theory, with a special focus on GFlowNets.

In the Summer of 2024, I was a visiting researcher in the Probabilistic Machine Learning (PML) group at Aalto University under Prof. Vikas Garg and Prof. Sami Kaski. There, I developed (efficient) assessment techniques and (PAC-Bayesian) statistical guarantees for GFlowNets.

Research-wise, I am broadly interested in approximate statistical inference and learning theory.

selected publications

  1. ICLR
    When do GFlowNets learn the right Distribution?
    T. da Silva, R. Alves, E. SilvaA. SouzaV. GargS. Kaski, and D. Mesquita
    International Conference on Learning Representations, 2025
  2. ICLR
    Generalization and Distributed Learning of GFlowNets
    T. da SilvaA. SouzaO. RivasplataV. GargS. Kaski, and D. Mesquita
    International Conference on Learning Representations, 2025
  3. NeurIPS
    Streaming Bayes GFlowNets
    T. da SilvaD. de Souza, and D. Mesquita
    Conference on Neural Information Processing Systems, 2024
  4. NeurIPS
    On Divergence Measures for Training GFlowNets
    T. da SilvaE. Silva, and D. Mesquita
    Conference on Neural Information Processing Systems, 2024
  5. ICML
    Embarrassingly Parallel GFlowNets
    T. da SilvaA. SouzaL. CarvalhoS. Kaski, and D. Mesquita
    International Conference on Machine Learning, 2024
Thank you for visiting my website! Best way to reach me is via e-mail: tdsh97 [at] gmail [dot] com.