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Pages
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Posts
Analyzing the Mode Collapse Problem in GANS
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It is easier for someone to identify Picasso’s painting than drawing one. Generative models, which are known for generating or creating data, are considered much more difficult to build and train when compared to discriminative models, which are known for processing the data. We will understand the working of GANs and discuss some of the problems that commonly arise when training GANs. Read more
literaryposts
Souvenir Of Memories
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A short story to bring light and increase awareness on domestic abuse and mental health wellbeing. [Trigger warning!!] Read more
Am I Not A Princess?
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An excerpt to promote positivity and self-love. Read more
Baby Steps
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A poem for when your dreams feel too far fetched. Just know that even the baby steps do count! Read more
portfolio
Portfolio item number 1
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Portfolio item number 2
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projects
Intent Based Duplicate Question Removal
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Identify whether two questions have the same intent or not. GloVe encoding and a network consisting of fully connected ReLU layers followed by sigmoid classifier were employed on the Quora dataset. Read more
Defining the Level of Hardware Obfuscation using Machine Learning Techniques
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Analysis of various patterns in the input-output sequences of various obfuscated circuits to define a metric to quantify the level of obfuscation in a circuit using machine learning techniques. Read more
Analysis of Adversarial Attacks To Fool Deep Networks
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A study of various adversarial attacks along with defenses for the attacks for deep networks using ImageNet. A performance analysis of these attacks on standard models was also carried out. Read more
PlayIt: A Pluggable And Interactive Drawing Tool For Technical Applications
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Developing a generic web based drawing tool that supports construction, analysis and evaluation of technical diagrams by providing flexibility to developers to plug-in various domains of interest. Read more
Retinopathy of Prematurity – Feature Engineering and Predictive Analysis
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Features extracted from retinal images of premature infants are used to build a model to identify the stage of the disease. This is in collaboration with Rx Digi Health Platform, a start-up based in Bangalore, India. Read more
Analysis of Joints for Tracking Fitness and Monitoring Progress in Physiotherapy
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Developing a physiotherapy framework employing Microsoft Kinect Sensor to provide an engaging physiotherapy session along with performance analysis to monitor progress in patients. Read more
Product Insights: Analyzing Product Intents in Web Search
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We study search logs from Bing web search engine to characterize user intents and study user behavior for product search. Read more
Studying Ransomware Attacks Using Web Search Logs
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We perform a study to mine insights about ransomware attacks by analyzing query logs from Bing web search engine. Read more
Analyzing Web Search Behavior for Software Engineering Tasks
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We analyze millions of query logs from Bing to understand how web search is used in software engineering tasks. Read more
Neural Knowledge Extraction From Cloud Service Incidents
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In this work, we address the fundamental problem of structured knowledge extraction from service incidents. We have built SoftNER, a framework for unsupervised knowledge extraction from service incidents. Read more
Handling Class Imbalance with POISE: pAUC Optimization in Supervised Experiments
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In this work, we address the fundamental problem of class imbalance by optimizing partial AUC. Read more
Search4Code: Code Search Intent Classification Using Weak Supervision
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In this work, we propose a weak supervision based approach for detecting code search intent in search queries for C# and Java programming languages. Read more
publications
Analysis of Joints for Tracking Fitness and Monitoring Progress in Physiotherapy
Nikitha Rao, Piyush M Surana, Rahul Ragesh, Gowri Srinivasa Published at: IEEE International Conference on Signal and Image Processing Applications (ICSIPA), 2019
[paper]Studying Ransomware Attacks Using Web Search Logs
Chetan Bansal*, Pantazis Deligiannis*, Chandra Maddila*, Nikitha Rao* Published at: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2020
[paper] [arXiv]Product Insights: Analyzing Product Intents in Web Search
Nikitha Rao, Chetan Bansal, Subhabrata Mukherjee, Chandra Maddila Published at: 29th ACM International Conference on Information and Knowledge Management (CIKM), 2020
[paper] [arXiv]Analyzing Web Search Behavior for Software Engineering Tasks
Nikitha Rao, Chetan Bansal, Tom Zimmermann, Ahmed Hassan Awadallah, Nachi Nagappan Published at: IEEE International Conference on Big Data (IEEE BigData), 2020
[paper] [arXiv]Handling Class Imbalance with POISE: pAUC Optimization in Supervised Experiments
Nikitha Rao, Sreangsu Acharyya Under Review, 2020
[paper]Neural Knowledge Extraction From Cloud Service Incidents
Manish Shetty, Sumit Kumar, Chetan Bansal, Nikitha Rao, Nachi Nagappan, Tom Zimmermann Published at: 43rd International Conference on Software Engineering (ICSE SEIP), 2021
[paper] [arXiv]Search4Code: Code Search Intent Classification Using Weak Supervision
Nikitha Rao, Chetan Bansal, Joe Guan Published at: Mining Software Repositories (MSR), 2021
[paper] [arXiv] [data]Comments on Comments: Where Code Review and Documentation Meet
Nikitha Rao, Jason Tsay, Martin Hirzel, Vincent J. Hellendoorn Published at: Mining Software Repositories (MSR), 2022
[paper] [arXiv] [data]AI for Low-Code for AI
Nikitha Rao, Jason Tsay, Kiran Kate, Vincent J. Hellendoorn, Martin Hirzel Published at: Intelligent User Interfaces (IUI), 2024
[paper] [arXiv] [code]CAT-LM: Training Language Models on Aligned Code And Tests
Nikitha Rao*, Kush Jain*, Uri Alon, Claire Le Goues, Vincent Hellendoorn Published at: Automated Software Engineering (ASE), 2023
[paper] [arXiv] [code] [data]Prompts Are Programs Too! Understanding How Developers Build Software Containing Prompts
Jenny Liang, Melissa Lin, Nikitha Rao, Brad Myers Published at: Under Submission, 2024
[arXiv]DiffSpec: Differential Testing with LLMs using Natural Language Specifications and Code Artifacts
Nikitha Rao, Elizabeth Gilbert, Tahina Ramananandro, Nikhil Swamy, Claire Le Goues, Sarah Fakhoury Published at: Under Submission, 2024
[arXiv] [code]talks
Talk 1 on Relevant Topic in Your Field
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This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown! Read more
Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field. Read more
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post. Read more
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post. Read more