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Automated Testing of AI Models


Oct 07, 2021
Swagatam Haldar, Deepak Vijaykeerthy, Diptikalyan Saha

* 5 pages, 3 Figures, 4 Tables 

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Inducing Semantic Grouping of Latent Concepts for Explanations: An Ante-Hoc Approach


Aug 25, 2021
Anirban Sarkar, Deepak Vijaykeerthy, Anindya Sarkar, Vineeth N Balasubramanian

* 11 pages, 7 figures 

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Verifying Individual Fairness in Machine Learning Models


Jun 21, 2020
Philips George John, Deepak Vijaykeerthy, Diptikalyan Saha

* An extended version of the paper accepted at UAI 2020, 12 pages, code is available at https://github.com/philips-george/ifv-uai-2020 

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Exploring the Hyperparameter Landscape of Adversarial Robustness


May 09, 2019
Evelyn Duesterwald, Anupama Murthi, Ganesh Venkataraman, Mathieu Sinn, Deepak Vijaykeerthy

* Safe Machine Learning Workshop at ICLR (International Conference on Learning Representations), 2019 

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Explaining Deep Learning Models using Causal Inference


Nov 11, 2018
Tanmayee Narendra, Anush Sankaran, Deepak Vijaykeerthy, Senthil Mani


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Hardening Deep Neural Networks via Adversarial Model Cascades


Nov 04, 2018
Deepak Vijaykeerthy, Anshuman Suri, Sameep Mehta, Ponnurangam Kumaraguru


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Debugging Machine Learning Tasks


Mar 23, 2016
Aleksandar Chakarov, Aditya Nori, Sriram Rajamani, Shayak Sen, Deepak Vijaykeerthy


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