no code implementations • 29 Jan 2024 • Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu Zhang
In response, we introduce a pioneering method called vocabulary-defined semantics, which establishes a reference frame within the LM latent space, ensuring disentangled semantic analysis grounded in LM vocabulary.
no code implementations • 8 Dec 2023 • Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu Zhang
In this paper, we propose a novel and effective model editing approach, \textsc{MENT}, to patch LLMs in coding tasks.
no code implementations • 10 Feb 2020 • Aldeida Aleti, Matias Martinez
We introduce a new approach, Explaining Automated Program Repair (E-APR), which identifies features of buggy programs that explain why a particular instance is difficult for an APR technique.
Software Engineering
no code implementations • 9 Jan 2020 • Mark Wallace, Aldeida Aleti
For most practical optimisation problems local search outperforms random sampling - despite the "No Free Lunch Theorem".
1 code implementation • 5 Dec 2019 • Aldeida Aleti, Mark Wallace, Markus Wagner
Premature convergence can be detrimental to the performance of search methods, which is why many search algorithms include restart strategies to deal with it.
no code implementations • 28 Oct 2019 • Phillip Smith, Robert Hunjet, Aldeida Aleti, Asad Khan
We present in this paper an exertion of our previous work by increasing the robustness and coverage of the evolution search via hybridisation with a state-of-the-art novelty search and accelerate the individual agent behaviour searches via a novel behaviour-component sharing technique.
no code implementations • 28 Oct 2019 • Phillip Smith, Aldeida Aleti, Vincent C. S. Lee, Robert Hunjet, Asad Khan
This new HGN is called Robotic-HGN (R-HGN), as it matches robot environment observations to environment labels via fusion of match probabilities from both temporal and intra-swarm collections.