Cover Image

Breaking the Dependency Chaos: A Constraint-Driven Python Dependency Resolution Strategy with Selective LLM Imputation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chowdhury, Kowshik, Banik, Dipayan, Shamim, Shazibul Islam
Format:	Preprint
Published:	2026
Subjects:	Software Engineering
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Safer Builders, Risky Maintainers: A Comparative Study of Breaking Changes in Human vs Agentic PRs
by: Ferdous, K M, et al.
Published: (2026)

From Industry Claims to Empirical Reality: An Empirical Study of Code Review Agents in Pull Requests
by: Chowdhury, Kowshik, et al.
Published: (2026)

MEMRES: A Memory-Augmented Resolver with Confidence Cascade for Agentic Python Dependency Resolution
by: Minh, Dao Sy Duy, et al.
Published: (2026)

Breaking-Good: Explaining Breaking Dependency Updates with Build Analysis
by: Reyes, Frank, et al.
Published: (2024)

The Last Dependency Crusade: Solving Python Dependency Conflicts with LLMs
by: Bartlett, Antony, et al.
Published: (2025)

Dependency Dilemmas: A Comparative Study of Independent and Dependent Artifacts in Maven Central Ecosystem
by: Shanto, Mehedi Hasan, et al.
Published: (2025)

BUMP: A Benchmark of Reproducible Breaking Dependency Updates
by: Reyes, Frank, et al.
Published: (2024)

PyTrim: A Practical Tool for Reducing Python Dependency Bloat
by: Karakatsanis, Konstantinos, et al.
Published: (2025)

Will It Break in Production? Metric-Driven Prediction of Residual Defects in Python Systems
by: De Rosa, Giuseppe, et al.
Published: (2026)

Byam: Fixing Breaking Dependency Updates with Large Language Models
by: Reyes, Frank, et al.
Published: (2025)

PyPulse: A Python Library for Biosignal Imputation
by: Gao, Kevin, et al.
Published: (2024)

Insights into Dependency Maintenance Trends in the Maven Ecosystem
by: Chowdhury, Barisha, et al.
Published: (2025)

Co-Evolution of Types and Dependencies: Towards Repository-Level Type Inference for Python Code
by: Sun, Shuo, et al.
Published: (2025)

LLM Agents for Automated Dependency Upgrades
by: Tawosi, Vali, et al.
Published: (2025)

MigMate: A VS Code Extension for LLM-based Library Migration of Python Projects
by: Kebede, Matthias, et al.
Published: (2026)

MIRAGE: Online LLM Simulation for Microservice Dependency Testing
by: Zhang, XinRan
Published: (2026)

Depends-Kotlin: A Cross-Language Kotlin Dependency Extractor
by: Feng, Qiong, et al.
Published: (2024)

Stdlib or Third-Party? Empirical Performance and Correctness of LLM-Assisted Zero-Dependency Python Libraries
by: Ding, Peng, et al.
Published: (2026)

LLM-Based Detection of Tangled Code Changes for Higher-Quality Method-Level Bug Datasets
by: Opu, Md Nahidul Islam, et al.
Published: (2025)

Characterizing Python Library Migrations
by: Islam, Mohayeminul, et al.
Published: (2022)

Solving Package Management via Hypergraph Dependency Resolution
by: Gibb, Ryan, et al.
Published: (2025)

LLM-Driven Collaborative Model for Untangling Commits via Explicit and Implicit Dependency Reasoning
by: Hou, Bo, et al.
Published: (2025)

B-OCL: An Object Constraint Language Interpreter in Python
by: Haq, Fitash Ul, et al.
Published: (2025)

REAgent: Requirement-Driven LLM Agents for Software Issue Resolution
by: Kuang, Shiqi, et al.
Published: (2026)

LLM as an Execution Estimator: Recovering Missing Dependency for Practical Time-travelling Debugging
by: Pei, Yunrui, et al.
Published: (2025)

The Microservice Dependency Matrix
by: Abdelfattah, Amr S., et al.
Published: (2023)

Hybrid Fault-Driven Mutation Testing for Python
by: Alimadadi, Saba, et al.
Published: (2026)

A Taxonomy of Inefficiencies in LLM-Generated Python Code
by: Abbassi, Altaf Allah, et al.
Published: (2025)

Scaling Mobile Chaos Testing with AI-Driven Test Execution
by: Marcano, Juan, et al.
Published: (2026)

Package Managers à la Carte: A Formal Model of Dependency Resolution
by: Gibb, Ryan, et al.
Published: (2026)

HaPy-Bug -- Human Annotated Python Bug Resolution Dataset
by: Przymus, Piotr, et al.
Published: (2025)

Detecting Multi-Parameter Constraint Inconsistencies in Python Data Science Libraries
by: Xu, Xiufeng, et al.
Published: (2024)

Dependency-Aware Code Naturalness
by: Yang, Chen, et al.
Published: (2024)

On the Freshness of Pinned Dependencies in Maven
by: Vikram, Vasudev, et al.
Published: (2025)

A First Look at the Self-Admitted Technical Debt in Test Code: Taxonomy and Detection
by: Islam, Shahidul, et al.
Published: (2025)

How Do Agentic AI Systems Address Performance Optimizations? A BERTopic-Based Analysis of Pull Requests
by: Opu, Md Nahidul Islam, et al.
Published: (2025)

An Empirical Study of Vulnerable Package Dependencies in LLM Repositories
by: Liu, Shuhan, et al.
Published: (2025)

MigrateLib: a tool for end-to-end Python library migration
by: Islam, Mohayeminul, et al.
Published: (2025)

Modeling Dependency-Propagated Ecosystem Impact of Changes in Maintenance Activities: Evaluating Support Strategies in the PyPI Network
by: Tsakpinis, Alexandros, et al.
Published: (2026)

BOSQTGEN: Breaking the Sound Barrier in Test Generation
by: Asif, S M Sadrul Islam, et al.
Published: (2025)