2020

  1. Semantic and Generalized Entropy Loss Functions for Semi-Supervised Deep Learning Krzysztof Gajowniczek, Yitao Liang, Tal Friedman, Tomasz Ząbkowski and Guy Van den Broeck Entropy 2020 [PDF]
  2. Symbolic Querying of Vector Spaces: Probabilistic Databases Meets Relational Embeddings Tal Friedman and Guy Van den Broeck In Ninth International Workshop on Statistical Relational AI (StarAI) 2020 StarAI best paper award [PDF]

2019

  1. On Constrained Open-World Probabilistic Databases Tal Friedman and Guy Broeck In Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI) 2019 [PDF] [Slides]
  2. On Constrained Open-World Probabilistic Databases Tal Friedman and Guy Van den Broeck In The 1st Conference On Automated Knowledge Base Construction (AKBC) 2019 [PDF]
  3. Scalable Rule Learning in Probabilistic Knowledge Bases Arcchit Jain, Tal Friedman, Ondrej Kuzelka, Guy Van den Broeck and Luc De Raedt In The 1st Conference On Automated Knowledge Base Construction (AKBC) 2019

2018

  1. Approximate Knowledge Compilation by Online Collapsed Importance Sampling Tal Friedman and Guy Van den Broeck In Advances in Neural Information Processing Systems 31 (NIPS) 2018 Oral full presentation, acceptance rate 30/4856 = 0.6% [PDF] [Talk] [Slides] [Code]
  2. A Semantic Loss Function for Deep Learning with Symbolic Knowledge Jingyi Xu, Zilu Zhang, Tal Friedman, Yitao Liang and Guy Van den Broeck In Proceedings of the 35th International Conference on Machine Learning (ICML) 2018 [PDF] [Talk] [Slides] [Code]
  3. Approximate Knowledge Compilation by Online Collapsed Importance Sampling Tal Friedman and Guy Van den Broeck In Proceedings of the ICML Workshop on Tractable Probabilistic Models (TPM) 2018 [PDF]

2017

  1. A Semantic Loss Function for Deep Learning Under Weak Supervision Jingyi Xu, Zilu Zhang, Tal Friedman, Yitao Liang and Guy Van den Broeck In NIPS 2017 Workshop on Learning with Limited Labeled Data: Weak Supervision and Beyond 2017 LLD best paper award runner up [PDF]

2015

  1. PhenomeCentral: a portal for phenotypic and genotypic matchmaking of patients with rare genetic diseases. Orion J. Buske, Marta Gîrdea, Sergiu Dumitriu, Bailey Gallinger, Taila Hartley, H. Trang, Andriy Misyura, Tal Friedman, Chandree L. Beaulieu, William P. Bone, Amanda E Links, Nicole L. Washington, Melissa A. Haendel, Peter N. Robinson, Cornelius F. Boerkoel, David R Adams, William A Gahl, Kym M. Boycott and Michael Brudno Human mutation 2015