Лаборатория методов машинного обучения в области программной инженерии

Методы машинного обучения в области программной инженерии

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Публикации

Сентябрь 2023
Aleksandra Eliseeva, Yaroslav Sokolov, Egor Bogomolov, Yaroslav Golubev, Danny Dig, Timofey Bryksin

From Commit Message Generation to History-Aware Commit Message Completion

38-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'23)

Сентябрь 2023
Mikhail Evtikhiev, Egor Bogomolov, Yaroslav Sokolov, Timofey Bryksin

Out of the BLEU: how should we assess quality of the Code Generation models?

Journal of Systems and Software

Август 2023
Agnia Sergeyuk, Sergey Titov, Yaroslav Golubev, Timofey Bryksin

Overcoming the Mental Set Effect in Programming Problem Solving

34-й ежегодный семинар Группы исследований по психологии программирования (PPIG’23)

Июль 2023
Vseslav Kasatskii, Agnia Serheyuk, Anastasiia Serova, Sergey Titov, Timofey Bryksin

The Effect of Perceptual Load on Performance within IDE in People with ADHD Symptoms

17-я Международная конференция по расширенному познанию (AC’23)

Июль 2023
Anastasiia Birillo, Elizaveta Artser, Yaroslav Golubev, Maria Tigina, Hieke Keuning, Nikolay Vyahhi, Timofey Bryksin

Detecting Code Quality Issues in Pre-written Templates of Programming Tasks in Online Courses

28-я конференция ACM по инновациям и технологиям в преподавании информатики (ITiCSE’23)

Июнь 2023
Eman Abdullah AlOmar, Anton Ivanov, Zarina Kurbatova, Yaroslav Golubev, Mohamed Wiem Mkaouer, Ali Ouni, Timofey Bryksin, Le Nguyen, Amit Kini, Aditya Thakur

Just-in-time Code Duplicates Extraction

Information and Software Technology

Май 2023
Konstantin Grotov, Sergey Titov, Alexandr Suhinin, Yaroslav Golubev, Timofey Bryksin

Optimizing Duplicate Size Thresholds in IDEs

20-я Международная конференция по сбору данных в репозиториях ПО (MSR'23)

Май 2023
Dmitry Pasechnyuk, Anton Prazdnichnykh, Mikhail Evtikhiev, Timofey Bryksin

Judging Adam: Studying the Performance of Optimization Methods on ML4SE Tasks

45-я Международная конференция IEEE/ACM по программной инженерии (ICSE'23)

Май 2023
Maria Tigina, Anastasiia Birillo, Yaroslav Golubev, Hieke Keuning, Nikolay Vyahhi, Timofey Bryksin

Analyzing the Quality of Submissions in Online Programming Courses

45-я Международная конференция IEEE/ACM по программной инженерии (ICSE'23)

Май 2023
Malinda Dilhara, Danny Dig, Ameya Ketkar

PyEvolve: Automating Frequent Code Changes in Python ML Systems

45-я Международная конференция IEEE/ACM по программной инженерии (ICSE'23)

Апрель 2023
Sergey Titov, Agnia Sergeyuk, Timofey Bryksin

What Writing Assistants Can Learn from Programming IDEs

2-й семинар по умным и интерактивным редакторским инструментам (In2Writing'23)

Январь 2023
Artyom Lobanov, Egor Bogomolov, Yaroslav Golubev, Mikhail Mirzayanov, Timofey Bryksin

Predicting Tags for Programming Tasks by Combining Textual And Source Code Data

Препринт в arXiv

November 2022
Vitaliy Bibaev, Alexey Kalina, Vadim Lomshakov, Yaroslav Golubev, Alexander Bezzubov, Nikita Povarov, Timofey Bryksin

All You Need Is Logs: Improving Code Completion by Learning from Anonymous IDE Usage Logs

Объединенная Европейская конференция по программной инженерии и Симпозиум по основам программной инженерии (ESEC/FSE'22)

Октябрь 2022 г.
Eman Abdullah AlOmar, Anton Ivanov, Zarina Kurbatova, Yaroslav Golubev, Mohamed Wiem Mkaouer, Ali Ouni, Timofey Bryksin, Le Nguyen, Amit Kini, Aditya Thakur

AntiCopyPaster: Extracting Code Duplicates As Soon As They Are Introduced in the IDE

37-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'22)

Сентябрь 2022
Yaroslav Golubev, Egor Bogomolov, Egor Bulychev, Timofey Bryksin

So Much in So Little: Creating Lightweight Embeddings of Python Libraries

Препринт в arXiv

June 2022
Ilya Utkin, Egor Spirin, Egor Bogomolov, Timofey Bryksin

Evaluating the Impact of Source Code Parsers on ML4SE Models

Препринт в arXiv

June 2022
Maksim Zubkov, Egor Spirin, Egor Bogomolov, Timofey Bryksin

Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection

Препринт в arXiv

June 2022
Egor Bogomolov, Sergey Zhuravlev, Egor Spirin, Timofey Bryksin

Assessing Project-Level Fine-Tuning of ML4SE Models

Препринт в arXiv

Май 2022
Anastasiia Birillo, Elena Lyulina, Maria Malysheva, Vladislav Tankov, Timofey Bryksin

Reflekt: a Library for Compile-Time Reflection in Kotlin

44-я Международная конференция IEEE/ACM по программной инженерии (ICSE'22)

Май 2022
Oleg Smirnov, Ameya Ketkar, Timofey Bryksin, Nikolaos Tsantalis, Danny Dig

IntelliTC: Automating Type Changes in IntelliJ IDEA

44-я Международная конференция IEEE/ACM по программной инженерии (ICSE'22)

Май 2022
Anna Vlasova, Maria Tigina, Ilya Vlasov, Anastasiia Birillo, Yaroslav Golubev, Timofey Bryksin

Lupa: A Framework for Large Scale Analysis of the Programming Language Usage

19th International Conference on Mining Software Repositories (MSR'22)

Май 2022
Konstantin Grotov, Sergey Titov, Vladimir Sotnikov, Yaroslav Golubev, Timofey Bryksin

A Large-Scale Comparison of Python Code in Jupyter Notebooks and Scripts

Награда ACM SIGSOFT за выдающуюся статью (Distinguished Paper Award)

19th International Conference on Mining Software Repositories (MSR'22)

Май 2022
Fuxiang Chen, Fatemeh Fard, David Lo, Timofey Bryksin

On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages

30-я Международная конференция IEEE/ACM по пониманию программного кода (ICPC'22)

Май 2022
Ameya Ketkar, Oleg Smirnov, Nikolaos Tsantalis, Danny Dig, Timofey Bryksin

Inferring and Applying Type Changes

44-я Международная конференция IEEE/ACM по программной инженерии (ICSE'22)

Апрель 2022
Nikolay Karasov, Aleksandr Khvorov, Roman Vasiliev, Yaroslav Golubev, Timofey Bryksin

Aggregation of Stack Trace Similarities for Crash Report Deduplication

Препринт в arXiv

Март 2022
Denis Sushentsev, Aleksandr Khvorov, Roman Vasiliev, Yaroslav Golubev, Timofey Bryksin

DapStep: Deep Assignee Prediction for Stack Trace Error rePresentation

29-я Международная конференция IEEE по анализу, эволюции и реинжинирингу программного обеспечения (SANER'22)

Март 2022
Sergey Titov, Yaroslav Golubev, Timofey Bryksin

ReSplit: Improving the Structure of Jupyter Notebooks by Re-Splitting Their Cells

29-я Международная конференция IEEE по анализу, эволюции и реинжинирингу программного обеспечения (SANER'22)

Март 2022
Anastasiia Birillo, Ilya Vlasov, Artyom Burylov, Vitalii Selishchev, Artyom Goncharov, Elena Tikhomirova, Nikolay Vyahhi, Timofey Bryksin

Hyperstyle: A Tool for Assessing the Code Quality of Solutions to Programming Assignments

Технический симпозиум ACM SIGCSE 2022 (SIGCSE'22)

November 2021
Zarina Kurbatova, Vladimir Kovalenko, Ioana Savu, Bob Brockbernd, Dan Andreescu, Matei Anton, Roman Venediktov, Elena Tikhomirova, Timofey Bryksin

RefactorInsight: Enhancing IDE Representation of Changes in Git with Refactorings Information

36-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'21)

November 2021
Zarina Kurbatova, Yaroslav Golubev, Vladimir Kovalenko, Timofey Bryksin

The IntelliJ Platform: a Framework for Building Plugins and Mining Software Data

5-й Международный семинар по рефакторингу (IWoR'21)

November 2021
Oleg Smirnov, Artyom Lobanov, Yaroslav Golubev, Elena Tikhomirova, Timofey Bryksin

Revizor: A Data-Driven Approach to Automate Frequent Code Changes Based on Graph Matching

36-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'21)

November 2021
Vladislav Tankov, Dmitriy Valchuk, Yaroslav Golubev, Timofey Bryksin

Infrastructure in Code: Towards Developer-Friendly Cloud Applications

36-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'21)

November 2021
Tongjie Wang, Yaroslav Golubev, Oleg Smirnov, Jiawei Li, Timofey Bryksin, Iftekhar Ahmed

PyNose: A Test Smell Detector For Python

36-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'21)

Октябрь 2021 г.
Yaroslav Golubev, Timofey Bryksin

On the Nature of Code Cloning in Open-Source Java Projects

15-й Международный семинар по клонированию программного обеспечения (IWSC'21)

Сентябрь 2021
Dmitry Pogrebnoy, Ivan Kuznetsov, Yaroslav Golubev, Vladislav Tankov, Timofey Bryksin

Sorrel: an IDE Plugin for Managing Licenses and Detecting License Incompatibilities

Награда за лучшую демонстрацию инструмента

37-я Международная конференция по сопровождению и эволюции программного обеспечения (ICSME'21)

Август 2021
Mikhail Pravilov, Egor Bogomolov, Yaroslav Golubev, Timofey Bryksin

Unsupervised Learning of General-Purpose Embeddings for Code Changes

5-й Международный семинар по методам машинного обучения для повышения качества программного обеспечения (MaLTeSQuE'21)

Август 2021
Egor Bogomolov, Vladimir Kovalenko, Alberto Bacchelli, Timofey Bryksin

Authorship Attribution of Source Code: A Language-Agnostic Approach and Applicability in Software Engineering

Объединенная Европейская конференция по программной инженерии и Симпозиум по основам программной инженерии (ESEC/FSE'21)

Август 2021
Yaroslav Golubev, Zarina Kurbatova, Eman Abdullah AlOmar, Timofey Bryksin, Mohamed Wiem Mkaouer

One Thousand and One Stories: A Large-Scale Survey of Software Refactoring

Май 2021
Egor Spirin, Egor Bogomolov, Vladimir Kovalenko, Timofey Bryksin

PSIMiner: A Tool for Mining Rich Abstract Syntax Trees from Code

18th International Conference on Mining Software Repositories (MSR'21)

Май 2021
Yaroslav Golubev, Jiawei Li, Viacheslav Bushev, Timofey Bryksin, Iftekhar Ahmed

Changes from the Trenches: Should We Automate Them?

Препринт в arXiv

Март 2021
Elena Lyulina, Anastasiia Birillo, Vladimir Kovalenko, Timofey Bryksin

TaskTracker-tool: a Toolkit for Tracking of Code Snapshots and Activity Data During Solution of Programming Tasks

Технический симпозиум ACM SIGCSE 2021 (SIGCSE'21)

Март 2021
Yaroslav Golubev, Viktor Poletansky, Nikita Povarov, Timofey Bryksin

Multi-Threshold Token-Based Code Clone Detection

28-я Международная конференция IEEE по анализу, эволюции и реинжинирингу программного обеспечения (SANER'21)

Сентябрь 2020
Egor Bogomolov, Yaroslav Golubev, Artyom Lobanov, Vladimir Kovalenko, Timofey Bryksin

Sosed: a Tool for Finding Similar Software Projects

35-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'20)

Сентябрь 2020
Paul Ralph, Sebastian Baltes, Gianisa Adisaputri, Richard Torkar, Vladimir Kovalenko, Marcos Kalinowski, Nicole Novielli, Shin Yoo, Xavier Devroey, Xin Tan, Minghui Zhou, Burak Turhan, Rashina Hoda, Hideaki Hata, Gregorio Robles, Amin Milani Fard, Rana Alkadhi

Pandemic Programming: How COVID-19 Affects Software Developers And How Their Organizations Can Help

Empirical Software Engineering (EMSE)

Сентябрь 2020
Nico Ritschel, Vladimir Kovalenko, Reid Holmes, Ron Garcia, David C. Shepherd

Comparing Block-based Programming Models for Two-armed Robots

IEEE Transactions on Software Engineering

June 2020
Владимир Коваленко, Егор Богомолов, Тимофей Брыксин, Альберто Бачелли

Building Implicit Vector Representations of Individual Coding Style

13th International Workshop on Cooperative and Human Aspects of Software Engineering (CHASE'20)

June 2020
Timofey Bryksin, Victor Petukhov, Ilya Alexin, Stanislav Prikhodko, Alexey Shpilman, Vladimir Kovalenko, Nikita Povarov

Using Large-Scale Anomaly Detection on Code to Improve Kotlin Compiler

17th International Conference on Mining Software Repositories (MSR'20)

June 2020
Yaroslav Golubev, Maria Eliseeva, Nikita Povarov, Timofey Bryksin

A Study of Potential Code Borrowing and License Violations in Java Projects on GitHub

17th International Conference on Mining Software Repositories (MSR'20)

June 2020
Zarina Kurbatova, Ivan Veselov, Yaroslav Golubev, Timofey Bryksin

Recommendation of Move Method Refactoring Using Path-Based Representation of Code

4-й Международный семинар по рефакторингу (IWoR'20)

June 2020
Sergey Svitkov, Timofey Bryksin

Visualization of Methods Changeability Based on VCS Data

17th International Conference on Mining Software Repositories (MSR'20)

November 2019
Vladislav Tankov, Yaroslav Golubev, Timofey Bryksin

Kotless: a Serverless Framework for Kotlin

34-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'19)

June 2019
Artyom Lobanov, Timofey Bryksin, Alexey Shpilman

Automatic Classification of Error Types in Solutions to Programming Assignments at Online Learning Platform

20-я Международная конференция по искусственному интеллекту в образовании (AIED'19)

2019 мая
Владимир Коваленко, Егор Богомолов, Тимофей Брыксин, Альберто Бачелли

PathMiner: A Library for Mining of Path-Based Representations of Code

16th International Conference on Mining Software Repositories (MSR'19)

2019 мая
Evgenii Novozhilov, Ivan Veselov, Mikhail Pravilov, Timofey Bryksin

Evaluation of Move Method Refactorings Recommendation Algorithms: Are We Doing It Right?

3-й Международный семинар по рефакторингу (IWoR'19)

Сентябрь 2018
Timofey Bryksin, Evgenii Novozhilov, Aleksei Shpilman

Automatic Recommendation of Move Method Refactorings Using Clustering Ensembles

2-й Международный семинар по рефакторингу (IWoR'18)

Сентябрь 2018
Vladimir Kovalenko, Nava Tintarev, Evgeny Pasynkov, Christian Bird, Alberto Bacchelli

Does Reviewer Recommendation Help Developers?

IEEE Transactions on Software Engineering

Сентябрь 2018
Vladimir Kovalenko, Fabio Palomba, Alberto Bacchelli

Mining File Histories: Should We Consider Branches?

33-я Международная конференция IEEE/ACM по автоматизированной разработке программного обеспечения (ASE'18)

Июль 2018
Timofey Bryksin, Victor Petukhov, Kirill Smirenko, Nikita Povarov

Detecting Anomalies in Kotlin Code

2-й Международный семинар по методам машинного обучения для языков программирования (ML4PL'18)

Июнь 2018
Timofey Bryskin, Alexey Shpilman, Daniel Kudenko

Automated Refactoring of Object-Oriented Code Using Clustering Ensembles

Семинар AAAI по обработке естественного языка при разработке программного обеспечения (NLP4SE'18)

Май 2018
Vladimir Kovalenko, Alberto Bacchelli

Code Review for Newcomers: Is It Different?

11th International Workshop on Cooperative and Human Aspects of Software Engineering (CHASE'18)

Апрель 2018
Vladislav Tankov, Timofey Bryksin

Data-Based Code Synthesis in IntelliJ IDEA

3-я конференция по программной инженерии и информационному менеджменту (SEIM'18)

Исследования

Методы машинного обучения в области программной инженерии

Публикации

From Commit Message Generation to History-Aware Commit Message Completion

Out of the BLEU: how should we assess quality of the Code Generation models?

Overcoming the Mental Set Effect in Programming Problem Solving

The Effect of Perceptual Load on Performance within IDE in People with ADHD Symptoms

Detecting Code Quality Issues in Pre-written Templates of Programming Tasks in Online Courses

Just-in-time Code Duplicates Extraction

Optimizing Duplicate Size Thresholds in IDEs

Judging Adam: Studying the Performance of Optimization Methods on ML4SE Tasks

Analyzing the Quality of Submissions in Online Programming Courses

PyEvolve: Automating Frequent Code Changes in Python ML Systems

What Writing Assistants Can Learn from Programming IDEs

Predicting Tags for Programming Tasks by Combining Textual And Source Code Data

All You Need Is Logs: Improving Code Completion by Learning from Anonymous IDE Usage Logs

AntiCopyPaster: Extracting Code Duplicates As Soon As They Are Introduced in the IDE

So Much in So Little: Creating Lightweight Embeddings of Python Libraries

Evaluating the Impact of Source Code Parsers on ML4SE Models

Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection

Assessing Project-Level Fine-Tuning of ML4SE Models

Reflekt: a Library for Compile-Time Reflection in Kotlin

IntelliTC: Automating Type Changes in IntelliJ IDEA

Lupa: A Framework for Large Scale Analysis of the Programming Language Usage

A Large-Scale Comparison of Python Code in Jupyter Notebooks and Scripts

On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages

Inferring and Applying Type Changes

Aggregation of Stack Trace Similarities for Crash Report Deduplication

DapStep: Deep Assignee Prediction for Stack Trace Error rePresentation

ReSplit: Improving the Structure of Jupyter Notebooks by Re-Splitting Their Cells

Hyperstyle: A Tool for Assessing the Code Quality of Solutions to Programming Assignments

RefactorInsight: Enhancing IDE Representation of Changes in Git with Refactorings Information

The IntelliJ Platform: a Framework for Building Plugins and Mining Software Data

Revizor: A Data-Driven Approach to Automate Frequent Code Changes Based on Graph Matching

Infrastructure in Code: Towards Developer-Friendly Cloud Applications

PyNose: A Test Smell Detector For Python

On the Nature of Code Cloning in Open-Source Java Projects

Sorrel: an IDE Plugin for Managing Licenses and Detecting License Incompatibilities

Unsupervised Learning of General-Purpose Embeddings for Code Changes

Authorship Attribution of Source Code: A Language-Agnostic Approach and Applicability in Software Engineering

One Thousand and One Stories: A Large-Scale Survey of Software Refactoring

PSIMiner: A Tool for Mining Rich Abstract Syntax Trees from Code

Changes from the Trenches: Should We Automate Them?

TaskTracker-tool: a Toolkit for Tracking of Code Snapshots and Activity Data During Solution of Programming Tasks

Multi-Threshold Token-Based Code Clone Detection

Sosed: a Tool for Finding Similar Software Projects

Pandemic Programming: How COVID-19 Affects Software Developers And How Their Organizations Can Help

Comparing Block-based Programming Models for Two-armed Robots

Building Implicit Vector Representations of Individual Coding Style

Using Large-Scale Anomaly Detection on Code to Improve Kotlin Compiler

A Study of Potential Code Borrowing and License Violations in Java Projects on GitHub

Recommendation of Move Method Refactoring Using Path-Based Representation of Code

Visualization of Methods Changeability Based on VCS Data

Kotless: a Serverless Framework for Kotlin

Automatic Classification of Error Types in Solutions to Programming Assignments at Online Learning Platform

PathMiner: A Library for Mining of Path-Based Representations of Code

Evaluation of Move Method Refactorings Recommendation Algorithms: Are We Doing It Right?

Automatic Recommendation of Move Method Refactorings Using Clustering Ensembles

Does Reviewer Recommendation Help Developers?

Mining File Histories: Should We Consider Branches?

Detecting Anomalies in Kotlin Code

Automated Refactoring of Object-Oriented Code Using Clustering Ensembles

Code Review for Newcomers: Is It Different?

Data-Based Code Synthesis in IntelliJ IDEA