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Jithendaraa Subramanian

2 accepted papers

2025

Context is Key: A Benchmark for Forecasting with Essential Textual Information

ICML 2025poster

Forecasting is a critical task in decision-making across numerous domains. While historical numerical data provide a start, they fail to convey the complete context for reliable and accurate predictions. Human forecasters frequently rely on additional information, such as background knowledge and co…

2023

Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network

NeurIPS 2023poster

Generative Flow Networks (GFlowNets), a class of generative models over discrete and structured sample spaces, have been previously applied to the problem of inferring the marginal posterior distribution over the directed acyclic graph (DAG) of a Bayesian Network, given a dataset of observations. Ba…