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Xinyue Ma

3 accepted papers

2026

BioCAP: Exploiting Synthetic Captions Beyond Labels in Biological Foundation Models

ICLR 2026poster

This work investigates descriptive captions as an additional source of supervision for biological multimodal foundation models. Images and captions can be viewed as complementary samples from the latent morphospace of a species, each capturing certain biological traits. Incorporating captions during…

Cited by 0SourcecodeScholar
2025

HPLaw: Heterogeneous Parallel LiDARs for Adverse Weather in V2V

IROS 2025

Parallel LiDAR emerges as an innovative framework for next-generation intelligent LiDAR systems in autonomous driving. In parallel LiDAR research, V2V (Vehicle-to-Vehicle) cooperative perception is a promising technology which can effectively enhance perception range and accuracy through inter-agent

Cited by 0SourceScholar
2025

REP: Resource-Efficient Prompting for Rehearsal-Free Continual Learning

NeurIPS 2025poster

Recent rehearsal-free continual learning (CL) methods guided by prompts achieve strong performance on vision tasks with non-stationary data but remain resource-intensive, hindering real-world deployment. We introduce resource-efficient prompting (REP), which improves the computational and memory eff…

Cited by 0SourceScholar