“Join us in finding the next-generation of learning systems capable of reasoning causally about the world.”

Selected Publications

Title Authors Year Venue
alphaILP: Thinking Visual Scenes as Differentiable Logic Programs Hikaru Shindo, Viktor Pfanschilling, Devendra Singh Dhami and Kristian Kersting 2022 Machine Learning Journal (to appear)
Predictive Whittle Networks for Time Series Zhongjie Yu, Fabrizio Ventola, Nils Thoma, Devendra Singh Dhami, Martin Mundt and Kristian Kersting 2022 Uncertainty in Artificial Intelligence
Sum-Product Loop Programming: From Probabilistic Circuits to Loop Programming Viktor Pfanschilling, Hikaru Shindo, Devendra Singh Dhami and Kristian Kersting 2022 International Conference on Principles of Knowledge Representation and Reasoning
Neural-Probabilistic Answer Set Programming Arseny Skryagin, Wolfgang Stammer, Daniel Ochs, Devendra Singh Dhami and Kristian Kersting 2022 International Conference on Principles of Knowledge Representation and Reasoning
Finding Structure and Causality in Linear Programs Matej Zečević, Florian Peter Busch, Devendra Singh Dhami and Kristian Kersting 2022 ICLR Workshop on the Elements of Reasoning: Objects, Structure and Causality
Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models Matej Zečević, Devendra Singh Dhami, Athresh Karanam, Sriraam Natarajan, and Kristian Kersting 2021 Neural Information Processing Systems
Non-Parametric Learning of Embeddings for Relational Data using Gaifman Locality Theorem Devendra Singh Dhami, Siwen Yan, Gautam Kunapuli and Sriraam Natarajan 2021 International Conference on Inductive Logic Programming
Beyond Simple Images: Human Knowledge-Guided GANs for Clinical Data Generation Devendra Singh Dhami, Mayukh Das and Sriraam Natarajan 2021 International Conference on Principles of Knowledge Representation and Reasoning
Human-Guided Learning of Column Networks: Knowledge Injection for Relational Deep Learning Mayukh Das, Devendra Singh Dhami, Yang Yu, Gautam Kunapuli and Sriraam Natarajan 2021 ACM India Joint International Conference on Data Science & Management of Data