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Sachit Kuhar

2 accepted papers

2025

LibEvolutionEval: A Benchmark and Study for Version-Specific Code Generation

NAACL 2025long

Recent advancements in code completion models have primarily focused on local file contexts. However, these studies do not fully capture the complexity of real-world software development, which often requires the use of rapidly-evolving public libraries. To address this gap, we introduce LibEvolutio…

Cited by 1SourcePDFScholar
2023

Learning to Discern: Imitating Heterogeneous Human Demonstrations with Preference and Representation Learning

CoRL 2023poster

Practical Imitation Learning (IL) systems rely on large human demonstration datasets for successful policy learning. However, challenges lie in maintaining the quality of collected data and addressing the suboptimal nature of some demonstrations, which can compromise the overall dataset quality and…

Cited by 9SourceScholar