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1

Beyond pip Install: Evaluating LLM Agents for the Automated Installation of Python Projects
Milliken, Louis ; Kang, Sungmin ; Yoo, Shin
2025 IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) SANER Software Analysis, Evolution and Reengineering (SANER), 2025 IEEE International Conference on. :1-11 Mar, 2025

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3

Refactoring Python Code with LLM-Based Multi-Agent Systems: An Empirical Study in ML Software Projects
Alexander Puma Pucho ; Alexandre Mello Ferreira ; Elder José Reioli Cirilo ; et al.
Anais do XXXIX Simpósio Brasileiro de Engenharia de Software (SBES 2025). :678-684

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4

List Comprehension Versus for Loops Performance in Real Python Projects: Should we Care?
Zid, Cyrine ; Belias, Francois ; Di Penta, Massimiliano ; et al.
2024 IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) SANER Software Analysis, Evolution and Reengineering (SANER), 2024 IEEE International Conference on. :592-601 Mar, 2024

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5

Performance Smells in ML and Non-ML Python Projects: A Comparative Study
Belias, François ; Da Silva, Leuson ; Khomh, Foutse ; et al.

Computer Science - Softw...
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6

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7

Python Projects
Laura Cassell ; Alan Gauld ; Laura Cassell ; et al.

Python (Computer program...
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8

PySStuBs: Characterizing Single-Statement Bugs in Popular Open-Source Python Projects
Kamienski, Arthur V. ; Palechor, Luisa ; Bezemer, Cor-Paul ; et al.
2021 IEEE/ACM 18th International Conference on Mining Software Repositories (MSR) MSR Mining Software Repositories (MSR), 2021 IEEE/ACM 18th International Conference on. :520-524 May, 2021

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9

Detecting Refactoring Commits in Machine Learning Python Projects: A Machine Learning-Based Approach
Shayan Noei ; Heng Li ; Ying Zou
ACM Transactions on Software Engineering and Methodology. 34:1-25

Software Engineering (cs... FOS: Computer and inform... Computer Science - Softw... 0202 electrical engineer... 02 engineering and techn...
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10

A Large-Scale Study of ML-Related Python Projects
Samuel Idowu ; Yorick Sens ; Thorsten Berger ; et al.
Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing. :1272-1281

tensorflow ml-enabled systems machine learning evolution open-source projects scikit-learn …
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11

Beyond pip install: Evaluating LLM Agents for the Automated Installation of Python Projects
Milliken, Louis ; Kang, Sungmin ; Yoo, Shin

Computer Science - Softw...
Report
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12

PEACE: Towards Efficient Project-Level Efficiency Optimization via Hybrid Code Editing
Ren, Xiaoxue ; Wan, Jun ; Peng, Yun ; et al.
2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE) ASE Automated Software Engineering (ASE), 2025 40th IEEE/ACM International Conference on. :1831-1843 Nov, 2025

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13

Cheating Death: A Statistical Survival Analysis of Publicly Available Python Projects
Ali, Rao Hamza ; Parlett-Pelleriti, Chelsea ; Linstead, Erik
2020 IEEE/ACM 17th International Conference on Mining Software Repositories (MSR) MSR Mining Software Repositories (MSR), 2020 IEEE/ACM 17th International Conference on. :6-10 May, 2020

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14

Two Approaches to Survival Analysis of Open Source Python Projects
Robinson, Derek ; Enns, Keanelek ; Koulecar, Neha ; et al.
2022 IEEE/ACM 30th International Conference on Program Comprehension (ICPC) ICPC Program Comprehension (ICPC), 2022 IEEE/ACM 30th International Conference on. :660-669 May, 2022

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16

PYREF: Refactoring Detection in Python Projects
Atwi, Hassan ; Lin, Bin ; Tsantalis, Nikolaos ; et al.
2021 IEEE 21st International Working Conference on Source Code Analysis and Manipulation (SCAM) SCAM Source Code Analysis and Manipulation (SCAM), 2021 IEEE 21st International Working Conference on. :136-141 Sep, 2021

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17

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18

An Empirical Study of Type-Related Defects in Python Projects
Khan, F. ; Chen, B. ; Varro, D. ; et al.
IEEE Transactions on Software Engineering IIEEE Trans. Software Eng. Software Engineering, IEEE Transactions on. 48(8):3145-3158 Aug, 2022

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19

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20

Towards Understanding the Distribution and Evolution of Code Smells: An Empirical Study on Java and Python Projects (S)
Qing Mi ; Tengyuan Zhang ; Keru Cai ; et al.
International Conferences on Software Engineering and Knowledge Engineering. 2024:116-119

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