Search Results for author: Alex Mathai

Found 4 papers, 2 papers with code

COMEX: A Tool for Generating Customized Source Code Representations

1 code implementation10 Jul 2023 Debeshee Das, Noble Saji Mathews, Alex Mathai, Srikanth Tamilselvam, Kranthi Sedamaki, Sridhar Chimalakonda, Atul Kumar

To overcome this barrier, we propose our tool COMEX - a framework that allows researchers and developers to create and combine multiple code-views which can be used by machine learning (ML) models for various SE tasks.

Representation Learning

Modeling Live Video Streaming: Real-Time Classification, QoE Inference, and Field Evaluation

no code implementations5 Dec 2021 Sharat Chandra Madanapalli, Alex Mathai, Hassan Habibi Gharakheili, Vijay Sivaraman

Our contributions are four-fold: (1) We analyze about 23, 000 video streams from Twitch and YouTube, and identify key features in their traffic profile that differentiate live and on-demand streaming.

Management

Monolith to Microservices: Representing Application Software through Heterogeneous Graph Neural Network

1 code implementation1 Dec 2021 Alex Mathai, Sambaran Bandyopadhyay, Utkarsh Desai, Srikanth Tamilselvam

But the challenges associated with the separation of functional modules, slows down the migration of a monolithic code into microservices.

Representation Learning

Adversarial Black-Box Attacks On Text Classifiers Using Multi-Objective Genetic Optimization Guided By Deep Networks

no code implementations8 Nov 2020 Alex Mathai, Shreya Khare, Srikanth Tamilselvam, Senthil Mani

On an average, we achieve an attack success rate of 65. 67% for SST and 36. 45% for IMDB across the three models showing an improvement of 49. 48% and 101% respectively.

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