activity
20132026
most citedMAGPIE: Machine Automated General Performance Improvement via Evolution of Software

12 citations · 24 across the 6 of their papers we have counts for

collaborators

7 papers

cs.SE2026

Code Transformation Rule Synthesis using LLMs: Potential and Limits

Axel Allain, Aymeric Blot, Djamel Eddine Khelladi +1

Due to their black-box nature, LLMs suffer from limited explain- ability and a lack of determinism. Their usage cost can also rise, particularly with repetitive tasks on large code…

cs.SE2023

Reinforcement Learning for Mutation Operator Selection in Automated Program Repair

Carol Hanna, Aymeric Blot, Justyna Petke

Automated program repair techniques aim to aid software developers with the challenging task of fixing bugs. In heuristic-based program repair, a search space of program variants,…

cs.NE2023

GI Software with fewer Data Cache Misses

William B. Langdon, Justyna Petke, Aymeric Blot +1

By their very name caches are often overlooked and yet play a vital role in the performance of modern and indeed future hardware. Using MAGPIE (Machine Automated General Performanc…

cs.SE2022★ 9 cited

A Comprehensive Survey of Benchmarks for Automated Improvement of Software's Non-Functional Properties

Aymeric Blot, Justyna Petke

Performance is a key quality of modern software. Although recent years have seen a spike in research on automated improvement of software's execution time, energy, memory consumpti…

cs.SE2022★ 12 cited

MAGPIE: Machine Automated General Performance Improvement via Evolution of Software

Aymeric Blot, Justyna Petke

Performance is one of the most important qualities of software. Several techniques have thus been proposed to improve it, such as program transformations, optimisation of software…

cs.SE2020★ 1 cited

Genetic Improvement @ ICSE 2020

William B. Langdon, Westley Weimer, Justyna Petke +13

Following Prof. Mark Harman of Facebook's keynote and formal presentations (which are recorded in the proceedings) there was a wide ranging discussion at the eighth international G…

math.CO2013★ 2 cited

Neutrality in the Graph Coloring Problem

Marie-Eleonore Marmion, Aymeric Blot, Laetitia Jourdan +1

The graph coloring problem is often investigated in the literature. Many insights about many neighboring solutions with the same fitness value are raised but as far as we know, no…