4 papers
Reinforcement Learning with Generative Models for Compact Support Sets
Nico Schiavone, Xingyu Li
Foundation models contain a wealth of information from their vast number of training samples. However, most prior arts fail to extract this information in a precise and efficient w…
Domain Generalization of 3D Object Detection by Density-Resampling
Shuangzhi Li, Lei Ma, Xingyu Li
Point-cloud-based 3D object detection suffers from performance degradation when encountering data with novel domain gaps. To tackle it, the single-domain generalization (SDG) aims…
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE
Pengyue Hou, Xingyu Li
The recent success of SimCSE has greatly advanced state-of-the-art sentence representations. However, the original formulation of SimCSE does not fully exploit the potential of har…
MyriadAL: Active Few Shot Learning for Histopathology
Nico Schiavone, Jingyi Wang, Shuangzhi Li +2
Active Learning (AL) and Few Shot Learning (FSL) are two label-efficient methods which have achieved excellent results recently. However, most prior arts in both learning paradigms…