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Bindya Venkatesh
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2020 – today
- 2020
- [c5]Jayaraman J. Thiagarajan, Bindya Venkatesh, Prasanna Sattigeri, Peer-Timo Bremer:
Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors. AAAI 2020: 6005-6012 - [c4]Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan:
Learn-By-Calibrating: Using Calibration As A Training Objective. ICASSP 2020: 3632-3636 - [c3]Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan, Prasanna Sattigeri:
Improving Reliability of Clinical Models Using Prediction Calibration. UNSURE/GRAIL@MICCAI 2020: 71-80 - [i7]Bindya Venkatesh, Jayaraman J. Thiagarajan, Kowshik Thopalli, Prasanna Sattigeri:
Calibrate and Prune: Improving Reliability of Lottery Tickets Through Prediction Calibration. CoRR abs/2002.03875 (2020) - [i6]Jayaraman J. Thiagarajan, Prasanna Sattigeri, Deepta Rajan, Bindya Venkatesh:
Calibrating Healthcare AI: Towards Reliable and Interpretable Deep Predictive Models. CoRR abs/2004.14480 (2020) - [i5]Jayaraman J. Thiagarajan, Bindya Venkatesh, Rushil Anirudh, Peer-Timo Bremer, Jim Gaffney, Gemma Anderson, Brian K. Spears:
Designing Accurate Emulators for Scientific Processes using Calibration-Driven Deep Models. CoRR abs/2005.02328 (2020) - [i4]Bindya Venkatesh, Jayaraman J. Thiagarajan:
Ask-n-Learn: Active Learning via Reliable Gradient Representations for Image Classification. CoRR abs/2009.14448 (2020)
2010 – 2019
- 2019
- [c2]Bahman Moraffah, Cesar Brito, Bindya Venkatesh, Antonia Papandreou-Suppappola:
Tracking Multiple Objects with Multimodal Dependent Measurements: Bayesian Nonparametric Modeling. ACSSC 2019: 1847-1851 - [c1]Bahman Moraffah, Cesar Brito, Bindya Venkatesh, Antonia Papandreou-Suppappola:
Use of Hierarchical Dirichlet Processes to Integrate Dependent Observations From Multiple Disparate Sensors for Tracking. FUSION 2019: 1-7 - [i3]Jayaraman J. Thiagarajan, Bindya Venkatesh, Prasanna Sattigeri, Peer-Timo Bremer:
Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors. CoRR abs/1909.04079 (2019) - [i2]Jayaraman J. Thiagarajan, Bindya Venkatesh, Deepta Rajan:
Learn-By-Calibrating: Using Calibration as a Training Objective. CoRR abs/1910.14175 (2019) - [i1]Bindya Venkatesh, Jayaraman J. Thiagarajan:
Heteroscedastic Calibration of Uncertainty Estimators in Deep Learning. CoRR abs/1910.14179 (2019)
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