Search Results for author: Vijay Arya

Found 6 papers, 1 papers with code

Locally Invariant Explanations: Towards Causal Explanations through Local Invariant Learning

no code implementations29 Sep 2021 Amit Dhurandhar, Karthikeyan Natesan Ramamurthy, Kartik Ahuja, Vijay Arya

Locally interpretable model agnostic explanations (LIME) method is one of the most popular methods used to explain black-box models at a per example level.

Out-of-Distribution Generalization

Fair Transfer of Multiple Style Attributes in Text

no code implementations18 Jan 2020 Karan Dabas, Nishtha Madan, Vijay Arya, Sameep Mehta, Gautam Singh, Tanmoy Chakraborty

To preserve anonymity and obfuscate their identity on online platforms users may morph their text and portray themselves as a different gender or demographic.

Chatbot MORPH +1

Blockchain Enabled Trustless API Marketplace

no code implementations5 Dec 2018 Vijay Arya, Sayandeep Sen, Palani Kodeswaran

Typically, a data owner (API provider) develops a model, often over proprietary data, and leverages the infrastructure services of a cloud vendor for hosting and serving API requests.

Image Classification

Model Extraction Warning in MLaaS Paradigm

no code implementations20 Nov 2017 Manish Kesarwani, Bhaskar Mukhoty, Vijay Arya, Sameep Mehta

In this work, we present a cloud-based extraction monitor that can quantify the extraction status of models by observing the query and response streams of both individual and colluding adversarial users.

Adversarial Attack BIG-bench Machine Learning +1

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