4 papers
Spectral Reversal: Counteracting Singular Value Bias for Graph Prompting
Hanxu Yang, Yuhuan Zhao, Xiaodong He +1
Pre-training Graph Neural Networks (GNNs) via self-supervised learning has become a dominant paradigm, yet efficiently adapting frozen encoders remains a challenge. Graph prompting…
MIBE: Multi-subject Interaction Benchmark and Evaluator for Personalized Image Generation
Zhihan Chen, Yuhuan Zhao, Yijie Zhu +7
Multi-subject personalized image generation requires the precise rendering of all requested reference identities and their specified interactions based on a guiding prompt. However…
Diverse Yet Consistent: Context-Guided Diffusion with Energy-Based Joint Refinement for Multi-Agent Motion Prediction
Lei Chu, Yuhuan Zhao
Deepgenerative models havebecomeapromisingapproach for human motion prediction due to their ability to capture multimodal distributions and represent diverse human be haviors. Howe…
Implicit Guidance and Explicit Representation of Semantic Information in Points Cloud: A Survey
Jingyuan Tang, Yuhuan Zhao, Songlin Sun +1
Point clouds, a prominent method of 3D representation, are extensively utilized across industries such as autonomous driving, surveying, electricity, architecture, and gaming, and…