Collin McMillan

According to our database, Collin McMillan authored at least 83 papers between 2009 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Distilled GPT for source code summarization.

Chia-Yi Su, Collin McMillan

Autom. Softw. Eng., June, 2024

Do Machines and Humans Focus on Similar Code? Exploring Explainability of Large Language Models in Code Summarization.

Jiliang Li, Yifan Zhang, Zachary Karas, Collin McMillan, Kevin Leach, Yu Huang

CoRR, 2024

EyeTrans: Merging Human and Machine Attention for Neural Code Summarization.

Yifan Zhang, Jiliang Li, Zachary Karas, Aakash Bansal, Toby Jia-Jun Li, Collin McMillan, Kevin Leach, Yu Huang

CoRR, 2024

2023

Function Call Graph Context Encoding for Neural Source Code Summarization.

Aakash Bansal, Zachary Eberhart, Zachary Karas, Yu Huang, Collin McMillan

IEEE Trans. Software Eng., September, 2023

Towards Modeling Human Attention from Eye Movements for Neural Source Code Summarization.

Aakash Bansal, Bonita Sharif, Collin McMillan

Proc. ACM Hum. Comput. Interact., May, 2023

Revisiting File Context for Source Code Summarization.

Aakash Bansal, Chia-Yi Su, Collin McMillan

CoRR, 2023

Semantic Similarity Loss for Neural Source Code Summarization.

Chia-Yi Su, Collin McMillan

CoRR, 2023

Statement-based Memory for Neural Source Code Summarization.

Aakash Bansal, Siyuan Jiang, Sakib Haque, Collin McMillan

CoRR, 2023

A Language Model of Java Methods with Train/Test Deduplication.

Chia-Yi Su, Aakash Bansal, Vijayanta Jain, Sepideh Ghanavati, Collin McMillan

Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, 2023

Modeling Programmer Attention as Scanpath Prediction.

Aakash Bansal, Chia-Yi Su, Zachary Karas, Yifan Zhang, Yu Huang, Toby Jia-Jun Li, Collin McMillan

Proceedings of the 38th IEEE/ACM International Conference on Automated Software Engineering, 2023

Label Smoothing Improves Neural Source Code Summarization.

Sakib Haque, Aakash Bansal, Collin McMillan

Proceedings of the 31st IEEE/ACM International Conference on Program Comprehension, 2023

Towards Fine-Grained Localization of Privacy Behaviors.

Vijayanta Jain, Sepideh Ghanavati, Sai Teja Peddinti, Collin McMillan

Proceedings of the 8th IEEE European Symposium on Security and Privacy, 2023

2022

A Wizard of Oz Study Simulating API Usage Dialogues With a Virtual Assistant.

Zachary Eberhart, Aakash Bansal, Collin McMillan

IEEE Trans. Software Eng., 2022

PAcT: Detecting and Classifying Privacy Behavior of Android Applications.

Vijayanta Jain, Sanonda Datta Gupta, Sepideh Ghanavati, Sai Teja Peddinti, Collin McMillan

Proceedings of the WiSec '22: 15th ACM Conference on Security and Privacy in Wireless and Mobile Networks, San Antonio, TX, USA, May 16, 2022

Generating Clarifying Questions for Query Refinement in Source Code Search.

Zachary Eberhart, Collin McMillan

Proceedings of the IEEE International Conference on Software Analysis, 2022

Semantic similarity metrics for evaluating source code summarization.

Sakib Haque, Zachary Eberhart, Aakash Bansal, Collin McMillan

Proceedings of the 30th IEEE/ACM International Conference on Program Comprehension, 2022

2021

Action Word Prediction for Neural Source Code Summarization.

Sakib Haque, Aakash Bansal, Lingfei Wu, Collin McMillan

Proceedings of the 28th IEEE International Conference on Software Analysis, 2021

A Neural Question Answering System for Basic Questions about Subroutines.

Aakash Bansal, Zachary Eberhart, Lingfei Wu, Collin McMillan

Proceedings of the 28th IEEE International Conference on Software Analysis, 2021

Project-Level Encoding for Neural Source Code Summarization of Subroutines.

Aakash Bansal, Sakib Haque, Collin McMillan

Proceedings of the 29th IEEE/ACM International Conference on Program Comprehension, 2021

Ensemble Models for Neural Source Code Summarization of Subroutines.

Alexander LeClair, Aakash Bansal, Collin McMillan

Proceedings of the IEEE International Conference on Software Maintenance and Evolution, 2021

Dialogue Management for Interactive API Search.

Zachary Eberhart, Collin McMillan

Proceedings of the IEEE International Conference on Software Maintenance and Evolution, 2021

2020

The Apiza Corpus: API Usage Dialogues with a Simulated Virtual Assistant.

Zachary Eberhart, Aakash Bansal, Collin McMillan

CoRR, 2020

Automatically Extracting Subroutine Summary Descriptions from Unstructured Comments.

Zachary Eberhart, Alexander LeClair, Collin McMillan

Proceedings of the 27th IEEE International Conference on Software Analysis, 2020

Improved Automatic Summarization of Subroutines via Attention to File Context.

Sakib Haque, Alexander LeClair, Lingfei Wu, Collin McMillan

Proceedings of the MSR '20: 17th International Conference on Mining Software Repositories, 2020

Improved Code Summarization via a Graph Neural Network.

Alexander LeClair, Sakib Haque, Lingfei Wu, Collin McMillan

Proceedings of the ICPC '20: 28th International Conference on Program Comprehension, 2020

Dialogue Act Classification for Virtual Agents for Software Engineers during Debugging.

Andrew Wood, Zachary Eberhart, Collin McMillan

Proceedings of the ICSE '20: 42nd International Conference on Software Engineering, Workshops, Seoul, Republic of Korea, 27 June, 2020

2019

EyeDoc: Documentation Navigation with Eye Tracking.

Robert Wallace, Collin McMillan

CoRR, 2019

Recommendations for Datasets for Source Code Summarization.

Alexander LeClair, Collin McMillan

Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2019

A neural model for generating natural language summaries of program subroutines.

Alexander LeClair, Siyuan Jiang, Collin McMillan

Proceedings of the 41st International Conference on Software Engineering, 2019

Detecting Important Terms in Source Code for Program Comprehension.

Paige Rodeghero, Collin McMillan

Proceedings of the 52nd Hawaii International Conference on System Sciences, 2019

2018

Towards Prioritizing Documentation Effort.

Paul W. McBurney, Siyuan Jiang, Marouane Kessentini, Nicholas A. Kraft, Ameer Armaly, Mohamed Wiem Mkaouer, Collin McMillan

IEEE Trans. Software Eng., 2018

A Comparison of Program Comprehension Strategies by Blind and Sighted Programmers.

Ameer Armaly, Paige Rodeghero, Collin McMillan

IEEE Trans. Software Eng., 2018

Detecting speech act types in developer question/answer conversations during bug repair.

Andrew Wood, Paige Rodeghero, Ameer Armaly, Collin McMillan

Proceedings of the 2018 ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering, 2018

Adapting Neural Text Classification for Improved Software Categorization.

Alexander LeClair, Zachary Eberhart, Collin McMillan

Proceedings of the 2018 IEEE International Conference on Software Maintenance and Evolution, 2018

TraceLab Components for Generating Speech Act Types in Developer Question/Answer Conversations.

Rrezarta Krasniqi, Collin McMillan

Proceedings of the 2018 IEEE International Conference on Software Maintenance and Evolution, 2018

AudioHighlight: Code Skimming for Blind Programmers.

Ameer Armaly, Paige Rodeghero, Collin McMillan

Proceedings of the 2018 IEEE International Conference on Software Maintenance and Evolution, 2018

2017

Do Programmers do Change Impact Analysis in Debugging?

Siyuan Jiang, Collin McMillan, Raúl A. Santelices

Empir. Softw. Eng., 2017

Detecting Vague Words & Phrases in Requirements Documents in a Multilingual Environment.

Breno Dantas Cruz, Bargav Jayaraman, Anurag Dwarakanath, Collin McMillan

Proceedings of the 25th IEEE International Requirements Engineering Conference, 2017

Automatically generating commit messages from diffs using neural machine translation.

Siyuan Jiang, Ameer Armaly, Collin McMillan

Proceedings of the 32nd IEEE/ACM International Conference on Automated Software Engineering, 2017

Towards automatic generation of short summaries of commits.

Siyuan Jiang, Collin McMillan

Proceedings of the 25th International Conference on Program Comprehension, 2017

Docio: documenting API input/output examples.

Siyuan Jiang, Ameer Armaly, Collin McMillan, Qiyu Zhi, Ronald A. Metoyer

Proceedings of the 25th International Conference on Program Comprehension, 2017

TraceLab Components for Generating Extractive Summaries of User Stories.

Rrezarta Krasniqi, Siyuan Jiang, Collin McMillan

Proceedings of the 2017 IEEE International Conference on Software Maintenance and Evolution, 2017

API Usage in Descriptions of Source Code Functionality.

Paige Rodeghero, Collin McMillan, Abigail Shirey

Proceedings of the 1st IEEE/ACM International Workshop on API Usage and Evolution, 2017

Detecting user story information in developer-client conversations to generate extractive summaries.

Paige Rodeghero, Siyuan Jiang, Ameer Armaly, Collin McMillan

Proceedings of the 39th International Conference on Software Engineering, 2017

2016

Automatic Source Code Summarization of Context for Java Methods.

Paul W. McBurney, Collin McMillan

IEEE Trans. Software Eng., 2016

An empirical study on how expert knowledge affects bug reports.

Paige Rodeghero, Da Huo, Tao Ding, Collin McMillan, Malcom Gethers

J. Softw. Evol. Process., 2016

Automated feature discovery via sentence selection and source code summarization.

Paul W. McBurney, Cheng Liu, Collin McMillan

J. Softw. Evol. Process., 2016

Pragmatic source code reuse via execution record and replay.

Ameer Armaly, Collin McMillan

J. Softw. Evol. Process., 2016

An empirical study of the textual similarity between source code and source code summaries.

Paul W. McBurney, Collin McMillan

Empir. Softw. Eng., 2016

TraceLab Components for Reproducing Source Code Summarization Experiments.

Breno Dantas Cruz, Paul W. McBurney, Collin McMillan

Proceedings of the 2016 IEEE International Conference on Software Maintenance and Evolution, 2016

A Case Study of Automated Feature Location Techniques for Industrial Cost Estimation.

Ameer Armaly, John Klaczynski, Collin McMillan

Proceedings of the 2016 IEEE International Conference on Software Maintenance and Evolution, 2016

Discovering important source code terms.

Paige Rodeghero, Collin McMillan

Proceedings of the 38th International Conference on Software Engineering, 2016

Collaborative software engineering education between college seniors and blind high school students.

Collin McMillan, Amanda Rodda-Tyler

Proceedings of the 38th International Conference on Software Engineering, 2016

An empirical study of blindness and program comprehension.

Ameer Armaly, Collin McMillan

Proceedings of the 38th International Conference on Software Engineering, 2016

2015

An Eye-Tracking Study of Java Programmers and Application to Source Code Summarization.

Paige Rodeghero, Cheng Liu, Paul W. McBurney, Collin McMillan

IEEE Trans. Software Eng., 2015

An Empirical Study on the Patterns of Eye Movement during Summarization Tasks.

Paige Rodeghero, Collin McMillan

Proceedings of the 2015 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, 2015

2014

Leveraging machine learning and information retrieval techniques in software evolution tasks: summary of the first MALIR-SE workshop, at ASE 2013.

Lucia, David Lo, Giuseppe Scanniello, Alessandro Marchetto, Nasir Ali, Collin McMillan

ACM SIGSOFT Softw. Eng. Notes, 2014

On using machine learning to automatically classify software applications into domain categories.

Mario Linares Vásquez, Collin McMillan, Denys Poshyvanyk, Mark Grechanik

Empir. Softw. Eng., 2014

Domain matters: bringing further evidence of the relationships among anti-patterns, application domains, and quality-related metrics in Java mobile apps.

Mario Linares Vásquez, Sam Klock, Collin McMillan, Aminata Sabane, Denys Poshyvanyk, Yann-Gaël Guéhéneuc

Proceedings of the 22nd International Conference on Program Comprehension, 2014

Automatic documentation generation via source code summarization of method context.

Paul W. McBurney, Collin McMillan

Proceedings of the 22nd International Conference on Program Comprehension, 2014

Improving topic model source code summarization.

Paul W. McBurney, Cheng Liu, Collin McMillan, Tim Weninger

Proceedings of the 22nd International Conference on Program Comprehension, 2014

Redacting sensitive information in software artifacts.

Mark Grechanik, Collin McMillan, Tathagata Dasgupta, Denys Poshyvanyk, Malcom Gethers

Proceedings of the 22nd International Conference on Program Comprehension, 2014

An Empirical Study of the Effects of Expert Knowledge on Bug Reports.

Da Huo, Tao Ding, Collin McMillan, Malcom Gethers

Proceedings of the 30th IEEE International Conference on Software Maintenance and Evolution, Victoria, BC, Canada, September 29, 2014

Improving automated source code summarization via an eye-tracking study of programmers.

Paige Rodeghero, Collin McMillan, Paul W. McBurney, Nigel Bosch, Sidney K. D'Mello

Proceedings of the 36th International Conference on Software Engineering, 2014

Teaching students to understand large programs by understanding historical context.

Collin McMillan, Richard Oosterhoff

Proceedings of the 36th International Conference on Software Engineering, 2014

Reusable execution replay: execution record and replay for source code reuse.

Ameer Armaly, Casey Ferris, Collin McMillan

Proceedings of the 36th International Conference on Software Engineering, 2014

2013

Portfolio: Searching for relevant functions and their usages in millions of lines of code.

Collin McMillan, Denys Poshyvanyk, Mark Grechanik, Qing Xie, Chen Fu

ACM Trans. Softw. Eng. Methodol., 2013

ExPort: Detecting and visualizing API usages in large source code repositories.

Evan Moritz, Mario Linares Vásquez, Denys Poshyvanyk, Mark Grechanik, Collin McMillan, Malcom Gethers

Proceedings of the 2013 28th IEEE/ACM International Conference on Automated Software Engineering, 2013

When and How Using Structural Information to Improve IR-Based Traceability Recovery.

Annibale Panichella, Collin McMillan, Evan Moritz, Davide Palmieri, Rocco Oliveto, Denys Poshyvanyk, Andrea De Lucia

Proceedings of the 17th European Conference on Software Maintenance and Reengineering, 2013

2012

Exemplar: A Source Code Search Engine for Finding Highly Relevant Applications.

Collin McMillan, Mark Grechanik, Denys Poshyvanyk, Chen Fu, Qing Xie

IEEE Trans. Software Eng., 2012

Recommending source code for use in rapid software prototypes.

Collin McMillan, Negar Hariri, Denys Poshyvanyk, Jane Cleland-Huang, Bamshad Mobasher

Proceedings of the 34th International Conference on Software Engineering, 2012

Detecting similar software applications.

Collin McMillan, Mark Grechanik, Denys Poshyvanyk

Proceedings of the 34th International Conference on Software Engineering, 2012

2011

Categorizing software applications for maintenance.

Collin McMillan, Mario Linares Vásquez, Denys Poshyvanyk, Mark Grechanik

Proceedings of the IEEE 27th International Conference on Software Maintenance, 2011

Portfolio: a search engine for finding functions and their usages.

Collin McMillan, Mark Grechanik, Denys Poshyvanyk, Qing Xie, Chen Fu

Proceedings of the 33rd International Conference on Software Engineering, 2011

Portfolio: finding relevant functions and their usage.

Collin McMillan, Mark Grechanik, Denys Poshyvanyk, Qing Xie, Chen Fu

Proceedings of the 33rd International Conference on Software Engineering, 2011

Finding relevant functions in millions of lines of code.

Collin McMillan

Proceedings of the 33rd International Conference on Software Engineering, 2011

Searching, selecting, and synthesizing source code.

Collin McMillan

Proceedings of the 33rd International Conference on Software Engineering, 2011

2010

Recommending source code examples via API call usages and documentation.

Collin McMillan, Denys Poshyvanyk, Mark Grechanik

Proceedings of the 2nd International Workshop on Recommendation Systems for Software Engineering, 2010

Exemplar: EXEcutable exaMPLes ARchive.

Mark Grechanik, Chen Fu, Qing Xie, Collin McMillan, Denys Poshyvanyk, Chad M. Cumby

Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering, 2010

A search engine for finding highly relevant applications.

Mark Grechanik, Chen Fu, Qing Xie, Collin McMillan, Denys Poshyvanyk, Chad M. Cumby

Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering, 2010

An empirical investigation into a large-scale Java open source code repository.

Mark Grechanik, Collin McMillan, Luca DeFerrari, Marco Comi, Stefano Crespi-Reghizzi, Denys Poshyvanyk, Chen Fu, Qing Xie, Carlo Ghezzi

Proceedings of the International Symposium on Empirical Software Engineering and Measurement, 2010

2009

Combining textual and structural analysis of software artifacts for traceability link recovery.

Collin McMillan, Denys Poshyvanyk, Meghan Revelle

Proceedings of the ICSE Workshop on Traceability in Emerging Forms of Software Engineering, 2009

Toward Robust and Extensible Automatic Protocol Identification.

George Louthan, Collin McMillan, Christopher Johnson, John Hale

Proceedings of the 2009 International Conference on Internet Computing, 2009