← Search

Xiaoyu Xia

2 accepted papers

2026

APT: Towards Universal Scene Graph Generation via Plug-in Adaptive Prompt Tuning

ICLR 2026poster

Scene Graph Generation (SGG) is pivotal for structured visual understanding, yet it remains hindered by a fundamental limitation: the reliance on fixed, frozen semantic representations from pre-trained language models. These semantic priors, while beneficial in other domains, are inherently misalign…

Cited by 0SourcecodeScholar
2026

RLAP-CLIP: Continual Multimodal Learning with Prototype Adaptation and Difficulty-Aware Routing

ICLR 2026poster

Vision-language models, such as CLIP, achieve strong zero-shot performance through contrastive pre-training but face significant challenges in class-incremental image classification scenarios. When learning new tasks sequentially, current methods suffer from degradation in prototype quality due to p…

Cited by 0SourceScholar