Bindya Venkatesh

According to our database, Bindya Venkatesh authored at least 10 papers between 2019 and 2020.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2020

Ask-n-Learn: Active Learning via Reliable Gradient Representations for Image Classification.

Bindya Venkatesh, Jayaraman J. Thiagarajan

CoRR, 2020

Designing Accurate Emulators for Scientific Processes using Calibration-Driven Deep Models.

Jayaraman J. Thiagarajan, Bindya Venkatesh, Rushil Anirudh, Peer-Timo Bremer, Jim Gaffney, Gemma Anderson, Brian K. Spears

CoRR, 2020

Calibrating Healthcare AI: Towards Reliable and Interpretable Deep Predictive Models.

Jayaraman J. Thiagarajan, Prasanna Sattigeri, Deepta Rajan, Bindya Venkatesh

CoRR, 2020

Calibrate and Prune: Improving Reliability of Lottery Tickets Through Prediction Calibration.

Bindya Venkatesh, Jayaraman J. Thiagarajan, Kowshik Thopalli, Prasanna Sattigeri

CoRR, 2020

Improving Reliability of Clinical Models Using Prediction Calibration.

Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan, Prasanna Sattigeri

Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Graphs in Biomedical Image Analysis, 2020

Learn-By-Calibrating: Using Calibration As A Training Objective.

Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors.

Jayaraman J. Thiagarajan, Bindya Venkatesh, Prasanna Sattigeri, Peer-Timo Bremer

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Heteroscedastic Calibration of Uncertainty Estimators in Deep Learning.

Bindya Venkatesh, Jayaraman J. Thiagarajan

CoRR, 2019

Use of Hierarchical Dirichlet Processes to Integrate Dependent Observations From Multiple Disparate Sensors for Tracking.

Bahman Moraffah, Cesar Brito, Bindya Venkatesh, Antonia Papandreou-Suppappola

Proceedings of the 22th International Conference on Information Fusion, 2019

Tracking Multiple Objects with Multimodal Dependent Measurements: Bayesian Nonparametric Modeling.

Bahman Moraffah, Cesar Brito, Bindya Venkatesh, Antonia Papandreou-Suppappola

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019