Rahman, Tahrima

17 publications

NeurIPS 2025 Learning to Condition: A Neural Heuristic for Scalable MPE Inference Brij Malhotra, Shivvrat Arya, Tahrima Rahman, Vibhav Giridhar Gogate

AISTATS 2025 SINE: Scalable MPE Inference for Probabilistic Graphical Models Using Advanced Neural Embeddings Shivvrat Arya, Tahrima Rahman, Vibhav Giridhar Gogate

NeurIPS 2024 A Neural Network Approach for Efficiently Answering Most Probable Explanation Queries in Probabilistic Models Shivvrat Arya, Tahrima Rahman, Vibhav Gogate

AISTATS 2024 Learning to Solve the Constrained Most Probable Explanation Task in Probabilistic Graphical Models Shivvrat Arya, Tahrima Rahman, Vibhav Gogate

AAAI 2024 Neural Network Approximators for Marginal MAP in Probabilistic Circuits Shivvrat Arya, Tahrima Rahman, Vibhav Gogate

AISTATS 2022 Conditionally Tractable Density Estimation Using Neural Networks Hailiang Dong, Chiradeep Roy, Tahrima Rahman, Vibhav Gogate, Nicholas Ruozzi

NeurIPS 2022 Learning Tractable Probabilistic Models from Inconsistent Local Estimates Shasha Jin, Vasundhara Komaragiri, Tahrima Rahman, Vibhav Gogate

UAI 2022 Robust Learning of Tractable Probabilistic Models Rohith Peddi, Tahrima Rahman, Vibhav Gogate

AISTATS 2021 Dynamic Cutset Networks Chiradeep Roy, Tahrima Rahman, Hailiang Dong, Nicholas Ruozzi, Vibhav Gogate

NeurIPS 2021 Novel Upper Bounds for the Constrained Most Probable Explanation Task Tahrima Rahman, Sara Rouhani, Vibhav Gogate

NeurIPS 2020 A Novel Approach for Constrained Optimization in Graphical Models Sara Rouhani, Tahrima Rahman, Vibhav Gogate

IJCAI 2019 Cutset Bayesian Networks: A New Representation for Learning Rao-Blackwellised Graphical Models Tahrima Rahman, Shasha Jin, Vibhav Gogate

ICML 2019 Look Ma, No Latent Variables: Accurate Cutset Networks via Compilation Tahrima Rahman, Shasha Jin, Vibhav Gogate

IJCAI 2018 Algorithms for the Nearest Assignment Problem Sara Rouhani, Tahrima Rahman, Vibhav Gogate

AAAI 2016 Learning Ensembles of Cutset Networks Tahrima Rahman, Vibhav Gogate

UAI 2016 Merging Strategies for Sum-Product Networks: From Trees to Graphs Tahrima Rahman, Vibhav Gogate

ECML-PKDD 2014 Cutset Networks: A Simple, Tractable, and Scalable Approach for Improving the Accuracy of Chow-Liu Trees Tahrima Rahman, Prasanna V. Kothalkar, Vibhav Gogate