84 citations · 182 across the 24 of their papers we have counts for
5 papers · 1 filter
Modeling emotion in complex stories: the Stanford Emotional Narratives Dataset
Desmond C. Ong, Zhengxuan Wu, Tan Zhi-Xuan +4
Human emotions unfold over time, and more affective computing research has to prioritize capturing this crucial component of real-world affect. Modeling dynamic emotional stimuli r…
Attending to Emotional Narratives
Zhengxuan Wu, Xiyu Zhang, Tan Zhi-Xuan +2
Attention mechanisms in deep neural networks have achieved excellent performance on sequence-prediction tasks. Here, we show that these recently-proposed attention-based mechanisms…
Bayesian Inference of Social Norms as Shared Constraints on Behavior
Zhi-Xuan Tan, Desmond C. Ong
People act upon their desires, but often, also act in adherence to implicit social norms. How do people infer these unstated social norms from others' behavior, especially in novel…
Factorized Inference in Deep Markov Models for Incomplete Multimodal Time Series
Tan Zhi-Xuan, Harold Soh, Desmond C. Ong
Integrating deep learning with latent state space models has the potential to yield temporal models that are powerful, yet tractable and interpretable. Unfortunately, current model…
A Multimodal LSTM for Predicting Listener Empathic Responses Over Time
Zhi-Xuan Tan, Arushi Goel, Thanh-Son Nguyen +1
People naturally understand the emotions of-and often also empathize with-those around them. In this paper, we predict the emotional valence of an empathic listener over time as th…