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Neural Topic Modeling with Continual Lifelong Learning

Recent advances in topic modeling

Description

The unsupervised document (neural) topic modeling still remains unexplored regarding lifelong learning.

Video

References

  1. R. Salakhutdinov and G. Hinton, “Replicated Softmax: an Undirected Topic Model”, NIPS, 2009
  2. H. Larochelle and I. Murray, “The Neural Autoregressive Distribution Estimator”, AISTATS, 2011
  3. H. Larochelle and S. Lauly, “A Neural Autoregressive Topic Model”, NIPS, 2012
  4. P. Gupta et al., “Document Informed Neural Autoregressive Topic Models with Distributional Prior”, AAAI, 2019
  5. P. Gupta et al., “Neural Topic Modeling with Continual Lifelong Learning, ICML, 2020