1 citations · 2 across the 5 of their papers we have counts for
4 papers · 1 filter
Destination Support Restoration for Finite-Set Multimodal Trajectory Prediction
Fengrui Liu, Jiajun Peng, Duo Peng +1
Robots operating around pedestrians often reason over a finite set of predicted human futures. Repeated online updates can concentrate this limited prediction budget on dominant de…
Sample-Conditioned Representation Selection for Audio Few-Shot Learning
Fengrui Liu, Ningxin Shen, Yi Li +3
Few-shot audio classifiers may rely on foreground-background co-occurrences and fail when those correlations shift. On SpurAudio, the resulting representation shift is concentrated…
DynFS-MoE: Dynamic Functional-Structural Mixture-of-Experts for Post-Traumatic Epilepsy Diagnosis
Jun-En Ding, Spencer Chen, Henry Noren +6
Post-traumatic epilepsy (PTE) is a severe complication of traumatic brain injury (TBI). Yet, early identification remains challenging due to the complex structural and functional a…
From Physics to Representation: Audio Learning with Synthetic Pre-training via Procedural Generation
Fengrui Liu, Ruiyang Huang, Qijian Zheng +2
Self-supervised learning advances audio representation for multimedia analysis. However, prevailing data-centric approaches rely on massive real-world corpora, increasing training…