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Wenmeng Zhou

5 accepted papers

2025

CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases

NAACL 2025long

Large Language Models (LLMs) excel in stand-alone code tasks like HumanEval and MBPP, but struggle with handling entire code repositories. This challenge has prompted research on enhancing LLM-codebase interaction at a repository scale. Current solutions rely on similarity-based retrieval or manual…

2025

ExVideo: Extending Video Diffusion Models via Parameter-Efficient Post-Tuning

IJCAI 2025

Recently, advancements in video synthesis have attracted significant attention. Video synthesis models have demonstrated the practical applicability of diffusion models in creating dynamic visual content. Despite these advancements, the extension of video lengths remains constrained by computational

2025

Growth Inhibitors for Suppressing Inappropriate Image Concepts in Diffusion Models

ICLR 2025poster

Despite their remarkable image generation capabilities, text-to-image diffusion models inadvertently learn inappropriate concepts from vast and unfiltered training data, which leads to various ethical and business risks. Specifically, model-generated images may exhibit not safe for work (NSFW) conte…

Cited by 2SourcePDFScholar
2025

SWIFT: A Scalable Lightweight Infrastructure for Fine-Tuning

AAAI 2025technical

Recent development in Large Language Models (LLMs) and Multi-modal Large Language Models (MLLMs) have achieved superior performance and generalization capabilities, covered extensive areas of traditional tasks. However, existing large model training frameworks support only a limited number of models…

2024

Transferability Bound Theory: Exploring Relationship between Adversarial Transferability and Flatness

NeurIPS 2024poster

A prevailing belief in attack and defense community is that the higher flatness of adversarial examples enables their better cross-model transferability, leading to a growing interest in employing sharpness-aware minimization and its variants. However, the theoretical relationship between the transf…