36 citations · 93 across the 11 of their papers we have counts for
4 papers · 1 filter
i-Code: An Integrative and Composable Multimodal Learning Framework
Ziyi Yang, Yuwei Fang, Chenguang Zhu +17
Human intelligence is multimodal; we integrate visual, linguistic, and acoustic signals to maintain a holistic worldview. Most current pretraining methods, however, are limited to…
Multi-Constitutive Neural Network for Large Deformation Poromechanics Problem
Qi Zhang, Yilin Chen, Ziyi Yang +1
In this paper, we study the problem of large-strain consolidation in poromechanics with deep neural networks (DNN). Given different material properties and different loading condit…
Memory Augmented Generative Adversarial Networks for Anomaly Detection
Ziyi Yang, Teng Zhang, Iman Soltani Bozchalooi +1
In this paper, we present a memory-augmented algorithm for anomaly detection. Classical anomaly detection algorithms focus on learning to model and generate normal data, but typica…
Regularized Cycle Consistent Generative Adversarial Network for Anomaly Detection
Ziyi Yang, Iman Soltani Bozchalooi, Eric Darve
In this paper, we investigate algorithms for anomaly detection. Previous anomaly detection methods focus on modeling the distribution of non-anomalous data provided during training…