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Yapeng Li

4 accepted papers

2026

KCLNet: Electrically Equivalence-Oriented Graph Representation Learning for Analog Circuits

AAAI 2026technical

Digital circuit representation learning has made remarkable progress in electronic design automation, effectively supporting critical tasks such as testability analysis and logic reasoning. However, representation learning for analog circuits remains challenging due to their continuous electrical ch

Cited by 0SourcePDFScholar
2026

Rethinking Federated Prompt Learning for Medical Images: From Textual Tuning to Visual Manifold Anchoring

ICML 2026poster

Federated Prompt Learning (FPL) adapts Vision-Language Models to privacy-sensitive medical imaging, typically via a textual tuning paradigm that assumes the frozen visual encoder provides a discriminative feature geometry. We argue this assumption breaks down in medical settings, leading to two geom…

Cited by 0SourceScholar
2024

Improving Generalized Zero-Shot Learning by Exploring the Diverse Semantics from External Class Names

CVPR 2024poster

Generalized Zero-Shot Learning (GZSL) methods often assume that the unseen classes are similar to seen classes and thus perform poor when unseen classes are dissimilar to seen classes. Although some existing GZSL approaches can alleviate this issue by leveraging additional semantic information from…

2020

Cleaning Robot Operation Decision Based on Causal Reasoning and Attribute Learning

IROS 2020poster

In order to improve the operation ability of cleaning robots, this paper proposes a decision method for cleaning robot’s operation mode. Firstly, we use the hierarchical expression ability of deep network to obtain the attributes of garbage such as state, shape, distribution, size and so on. Then th…

Cited by 4SourceScholar