Venugopal, Deepak

19 publications

UAI 2025 Reparameterizing Hybrid Markov Logic Networks to Handle Covariate-Shift in Representations Anup Shakya, Abisha Thapa Magar, Somdeb Sarkhel, Deepak Venugopal

AISTATS 2019 Adaptive Rao-Blackwellisation in Gibbs Sampling for Probabilistic Graphical Models Craig Kelly, Somdeb Sarkhel, Deepak Venugopal

ECML-PKDD 2019 Fine-Grained Explanations Using Markov Logic Khan Mohammad Al Farabi, Somdeb Sarkhel, Sanorita Dey, Deepak Venugopal

AAAI 2019 On Lifted Inference Using Neural Embeddings Mohammad Maminur Islam, Somdeb Sarkhel, Deepak Venugopal

AISTATS 2018 Efficient Weight Learning in High-Dimensional Untied MLNs Khan Mohammad Al Farabi, Somdeb Sarkhel, Deepak Venugopal

AAAI 2018 Learning Mixtures of MLNs Mohammad Maminur Islam, Somdeb Sarkhel, Deepak Venugopal

IJCAI 2017 Efficient Inference for Untied MLNs Somdeb Sarkhel, Deepak Venugopal, Nicholas Ruozzi, Vibhav Gogate

UAI 2016 Non-Parametric Domain Approximation for Scalable Gibbs Sampling in MLNs Deepak Venugopal, Somdeb Sarkhel, Kyle Cherry

AAAI 2016 Scalable Training of Markov Logic Networks Using Approximate Counting Somdeb Sarkhel, Deepak Venugopal, Tuan Anh Pham, Parag Singla, Vibhav Gogate

AAAI 2015 Just Count the Satisfied Groundings: Scalable Local-Search and Sampling Based Inference in MLNs Deepak Venugopal, Somdeb Sarkhel, Vibhav Gogate

AAAI 2015 Scaling-up Inference in Markov Logic Deepak Venugopal

NeurIPS 2014 An Integer Polynomial Programming Based Framework for Lifted MAP Inference Somdeb Sarkhel, Deepak Venugopal, Parag Singla, Vibhav G Gogate

ECML-PKDD 2014 Evidence-Based Clustering for Scalable Inference in Markov Logic Deepak Venugopal, Vibhav Gogate

AISTATS 2014 Lifted MAP Inference for Markov Logic Networks Somdeb Sarkhel, Deepak Venugopal, Parag Singla, Vibhav Gogate

NeurIPS 2014 Scaling-up Importance Sampling for Markov Logic Networks Deepak Venugopal, Vibhav G Gogate

UAI 2013 Dynamic Blocking and Collapsing for Gibbs Sampling Deepak Venugopal, Vibhav Gogate

AAAI 2013 GiSS: Combining Gibbs Sampling and SampleSearch for Inference in Mixed Probabilistic and Deterministic Graphical Models Deepak Venugopal, Vibhav Gogate

AAAI 2012 Advances in Lifted Importance Sampling Vibhav Gogate, Abhay Kumar Jha, Deepak Venugopal

NeurIPS 2012 On Lifting the Gibbs Sampling Algorithm Deepak Venugopal, Vibhav Gogate