# A Retrospective on ICSE 2022

arXiv: https://arxiv.org/abs/2207.12578 · HTML: https://mlsanity.com/paper/2207.12578/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 21 of its 38 references that are in the map.
- First posted on arXiv 26 Jul 2022.

## Builds on (most cited first, 21 of 21)

- [Natural Attack for Pre-trained Models of Code](https://mlsanity.com/paper/2201.08698/) (2022)
- [Neural Program Repair with Execution-based Backpropagation](https://mlsanity.com/paper/2105.04123/) (2021)
- [Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source](https://mlsanity.com/paper/2201.06589/) (2022)
- [Fairness-aware Configuration of Machine Learning Libraries](https://mlsanity.com/paper/2202.06196/) (2022)
- [Counterfactual Explanations for Models of Code](https://mlsanity.com/paper/2111.05711/) (2021)
- [Trust Enhancement Issues in Program Repair](https://mlsanity.com/paper/2108.13064/) (2021)
- [DEAR: A Novel Deep Learning-based Approach for Automated Program Repair](https://mlsanity.com/paper/2205.01859/) (2022)
- [DeepDiagnosis: Automatically Diagnosing Faults and Recommending Actionable Fixes in Deep Learning Programs](https://mlsanity.com/paper/2112.04036/) (2021)
- [VarCLR: Variable Semantic Representation Pre-training via Contrastive Learning](https://mlsanity.com/paper/2112.02650/) (2021)
- [DeepStability: A Study of Unstable Numerical Methods and Their Solutions in Deep Learning](https://mlsanity.com/paper/2202.03493/) (2022)
- [If a Human Can See It, So Should Your System: Reliability Requirements for Machine Vision Components](https://mlsanity.com/paper/2202.03930/) (2022)
- [Nalin: Learning from Runtime Behavior to Find Name-Value Inconsistencies in Jupyter Notebooks](https://mlsanity.com/paper/2112.06186/) (2021)
- [Understanding and Improving Artifact Sharing in Software Engineering Research](https://mlsanity.com/paper/2008.01046/) (2020)
- [Including Everyone, Everywhere: Understanding Opportunities and Challenges of Geographic Gender-Inclusion in OSS](https://mlsanity.com/paper/2010.00822/) (2020)
- [Active Learning of Discriminative Subgraph Patterns for API Misuse Detection](https://mlsanity.com/paper/2204.09945/) (2022)
- [Worldwide Gender Differences in Public Code Contributions](https://mlsanity.com/paper/2202.07278/) (2022)
- [Attracting and Retaining OSS Contributors with a Maintainer Dashboard](https://mlsanity.com/paper/2202.07740/) (2022)
- [A Grounded Theory of Coordination in Remote-First and Hybrid Software Teams](https://mlsanity.com/paper/2202.10445/) (2022)
- [Towards Mining OSS Skills from GitHub Activity](https://mlsanity.com/paper/2203.02027/) (2022)
- [Integrating Hackathons into an Online Cybersecurity Course](https://mlsanity.com/paper/2202.06018/) (2022)
- [Repairing Brain-Computer Interfaces with Fault-Based Data Acquisition](https://mlsanity.com/paper/2203.10677/) (2022)

## Abstract (arXiv)

The 44th International Conference on Software Engineering (ICSE 2022) was held in person from May 22 to May 27, 2022 in Pittsburgh, PA, USA. Here, we summarize themes of research and the direction of research in the field of software engineering and testing that we observed at the conference.