Not Your Grandfathers Test Set: Reducing Labeling Effort for Testing

no code implementations • 10 Jul 2020 • Begum Taskazan, Jiri Navratil, Matthew Arnold, Anupama Murthi, Ganesh Venkataraman, Benjamin Elder

Building and maintaining high-quality test sets remains a laborious and expensive task.

Exploring the Hyperparameter Landscape of Adversarial Robustness

no code implementations • 9 May 2019 • Evelyn Duesterwald, Anupama Murthi, Ganesh Venkataraman, Mathieu Sinn, Deepak Vijaykeerthy

We present a sensitivity analysis that illustrates that the effectiveness of adversarial training hinges on the settings of a few salient hyperparameters.

Adversarial Robustness Hyperparameter Optimization +1

NeuNetS: An Automated Synthesis Engine for Neural Network Design

no code implementations • 17 Jan 2019 • Atin Sood, Benjamin Elder, Benjamin Herta, Chao Xue, Costas Bekas, A. Cristiano I. Malossi, Debashish Saha, Florian Scheidegger, Ganesh Venkataraman, Gegi Thomas, Giovanni Mariani, Hendrik Strobelt, Horst Samulowitz, Martin Wistuba, Matteo Manica, Mihir Choudhury, Rong Yan, Roxana Istrate, Ruchir Puri, Tejaswini Pedapati

Application of neural networks to a vast variety of practical applications is transforming the way AI is applied in practice.

Personalized Expertise Search at LinkedIn

no code implementations • 15 Feb 2016 • Viet Ha-Thuc, Ganesh Venkataraman, Mario Rodriguez, Shakti Sinha, Senthil Sundaram, Lin Guo

As of writing this paper, these models serve nearly all live traffic for skills search on LinkedIn homepage as well as LinkedIn recruiter.

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