DMML Reading List

Causal Learning

  • A Survey of Learning Causality with Data: Problems and Methods (arXiv 2020) [paper]

Socially Responsible Algorithms

Low-resource Learning

Echo Chamber Detection

  • Towards Quantifying the Distance between Opinions (ICWSM 2020) [Paper]

Natural Language Generation

  • Reformer: The efficient transformer (ICLR 2020) [Paper][Slides]

Misinformation Detection

  • Gleaning wisdom from the past: Early detection of emerging rumors in social media (SIAM 2017)[Paper]

Deep Logic

  • RNNLogic: Learning Logic Rules for Reasoning on Knowledge Graphs (ICLR 2021)[Paper]

Other topics

  • Postdocs as Mentors (Colleen Flaherty) Slides link