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Coordinated Multi-Agent Imitation Learning

Coordinated Multi-Agent Imitation Learning

by Martina Megaro | Aug 6, 2017 | Machine Learning

Coordinated Multi-Agent Imitation Learning   We propose a joint approach that simultaneously learns a latent coordination model along with the individual policies. August 6, 2017International Conference on Machine Learning (ICML) 2017   Authors Hoang Le...
Factorized Variational Autoencoders for Modeling Audience Reactions to Movies

Factorized Variational Autoencoders for Modeling Audience Reactions to Movies

by Martina Megaro | Jul 22, 2017 | Machine Learning, Story Technology, Visual Computing

Factorized Variational Autoencoders for Modeling Audience Reactions to Movies   In this paper, we study non-linear tensor factorization methods based on deep variational autoencoders. July 22, 2017IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2017...
One-Shot Metric Learning for Person Re-identification

One-Shot Metric Learning for Person Re-identification

by Martina Megaro | Jul 22, 2017 | Machine Learning, Video Processing, Visual Computing

One-Shot Metric Learning for Person Re-identification   The proposed one-shot learning achieves performance that is competitive with supervised methods but uses only a single example rather than the hundreds required for the fully supervised case. July 22, 2017IEEE...
Weakly-supervised Visual Grounding of Phrases with Linguistic Structures

Weakly-supervised Visual Grounding of Phrases with Linguistic Structures

by Martina Megaro | Jul 21, 2017 | AR/VR, Machine Learning, Story Technology, Visual Computing

Weakly-supervised Visual Grounding of Phrases with Linguistic Structures   We propose a weakly-supervised approach that takes image-sentence pairs as input and learns to visually ground (i.e., localize) arbitrary linguistic phrases, in the form of spatial attention...
A Deep Learning Approach for Generalized Speech Animation

A Deep Learning Approach for Generalized Speech Animation

by Martina Megaro | Jul 20, 2017 | Animation, Story Technology

A Deep Learning Approach for Generalized Speech Animation   We introduce a simple and effective deep learning approach to automatically generate natural looking speech animation that synchronizes to input speech. July 20, 2017ACM SIGGRAPH 2017   Authors Sarah...
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