48 citations · 49 across the 2 of their papers we have counts for
4 papers
Cavs: A Vertex-centric Programming Interface for Dynamic Neural Networks
Hao Zhang, Shizhen Xu, Graham Neubig +4
Recent deep learning (DL) models have moved beyond static network architectures to dynamic ones, handling data where the network structure changes every example, such as sequences…
Poseidon: An Efficient Communication Architecture for Distributed Deep Learning on GPU Clusters
Hao Zhang, Zeyu Zheng, Shizhen Xu +7
Deep learning models can take weeks to train on a single GPU-equipped machine, necessitating scaling out DL training to a GPU-cluster. However, current distributed DL implementatio…
Understanding the Interaction between Interests, Conversations and Friendships in Facebook
Qirong Ho, Rong Yan, Rajat Raina +1
In this paper, we explore salient questions about user interests, conversations and friendships in the Facebook social network, using a novel latent space model that integrates sev…
Infinite Hierarchical MMSB Model for Nested Communities/Groups in Social Networks
Qirong Ho, Ankur P. Parikh, Le Song +1
Actors in realistic social networks play not one but a number of diverse roles depending on whom they interact with, and a large number of such role-specific interactions collectiv…