activity
20212023
most citedEntity Aware Modelling: A Survey

6 citations · 7 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2023

Knowledge Guided Representation Learning and Causal Structure Learning in Soil Science

Somya Sharma, Swati Sharma, Licheng Liu +6

An improved understanding of soil can enable more sustainable land-use practices. Nevertheless, soil is called a complex, living medium due to the complex interaction of different…

cs.LG2023★ 6 cited

Entity Aware Modelling: A Survey

Rahul Ghosh, Haoyu Yang, Ankush Khandelwal +5

Personalized prediction of responses for individual entities caused by external drivers is vital across many disciplines. Recent machine learning (ML) advances have led to new stat…

cs.LG2022★ 1 cited

Causal Modeling of Soil Processes for Improved Generalization

Somya Sharma, Swati Sharma, Andy Neal +5

Measuring and monitoring soil organic carbon is critical for agricultural productivity and for addressing critical environmental problems. Soil organic carbon not only enriches nut…

cs.LG2022

Probabilistic Inverse Modeling: An Application in Hydrology

Somya Sharma, Rahul Ghosh, Arvind Renganathan +5

The astounding success of these methods has made it imperative to obtain more explainable and trustworthy estimates from these models. In hydrology, basin characteristics can be no…

cs.LG2021

Approximate Bayesian Computation for Physical Inverse Modeling

Neel Chatterjee, Somya Sharma, Sarah Swisher +1

Semiconductor device models are essential to understand the charge transport in thin film transistors (TFTs). Using these TFT models to draw inference involves estimating parameter…

eess.SP2021

Reconfigurable Architecture for Spatial Sensing in Wideband Radio Front-End

M. Gupta, S. Sharma, H. Joshi +1

The deployment of cellular spectrum in licensed, shared and unlicensed spectrum demands wideband sensing over non-contiguous sub-6 GHz spectrum. To improve the spectrum and energy…