Search Results for author: Chenming Shang

Found 6 papers, 0 papers with code

Incremental Residual Concept Bottleneck Models

no code implementations13 Apr 2024 Chenming Shang, Shiji Zhou, Hengyuan Zhang, Xinzhe Ni, Yujiu Yang, Yuwang Wang

Concept Bottleneck Models (CBMs) map the black-box visual representations extracted by deep neural networks onto a set of interpretable concepts and use the concepts to make predictions, enhancing the transparency of the decision-making process.

Decision Making Descriptive

Understanding Multimodal Deep Neural Networks: A Concept Selection View

no code implementations13 Apr 2024 Chenming Shang, Hengyuan Zhang, Hao Wen, Yujiu Yang

The multimodal deep neural networks, represented by CLIP, have generated rich downstream applications owing to their excellent performance, thus making understanding the decision-making process of CLIP an essential research topic.

Decision Making

Assisting Language Learners: Automated Trans-Lingual Definition Generation via Contrastive Prompt Learning

no code implementations9 Jun 2023 Hengyuan Zhang, Dawei Li, Yanran Li, Chenming Shang, Chufan Shi, Yong Jiang

The standard definition generation task requires to automatically produce mono-lingual definitions (e. g., English definitions for English words), but ignores that the generated definitions may also consist of unfamiliar words for language learners.

Machine Translation

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