📝 Selected Papers
Software Engineering for Machine Learning (SE4AI)
ArXivBeyond Neural Incompatibility: Easing Cross-Scale Knowledge Transfer in Large Language Models through Latent Semantic Alignment
Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu ZhangICSE'26Semantic-based Optimization for Repairing LLMs: Case Study on Code Generation
Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu ZhangACL'25Semantic-Aware Layer-Freezing for Computation-Efficient Fine-Tuning of LMs
Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu ZhangArXivVocabulary-Defined Semantics: Latent Space Clustering for Beyond-Context Learning
Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu ZhangArXivFocus-aware Neurons: Robust LM Repair leveraging Selective Attention
Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu ZhangArXivNeuron Patching: Semantic-based Neuron-level LM Repair for Code Generation
Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu Zhang
Machine Learning for Software Engineering (AI4SE)
FSE'23Towards Top-Down Automated Development in Limited Scopes: A Neuro-Symbolic Framework from Expressibles to Executables
Jian Gu, Harald C. GallSANER'22Assemble Foundation Models for Automatic Code Summarization
Jian Gu, Pasquale Salza, Harald C. GallICSME'21Multimodal Representation for Neural Code Search
Jian Gu, Zimin Chen, Martin MonperrusTSE 2022On the Effectiveness of Transfer Learning for Code Search
Pasquale Salza, Christoph Schwizer, Jian Gu, Harald C. GallTSE 2021Automated Classification of Overfitting Patches with Statically Extracted Code Features
He Ye, Jian Gu, Matias Martinez, Thomas Durieux, Martin Monperrus