Our paper “Generative Exploration and Exploitation” was accepted at ICML’19 Workshop on Exploration in Reinforcement Learning (ERL’19) as a Spotlight Talk.

Our paper “Learning Attentional Communication for Multiagent Cooperation” was accepted at NIPS’18. Congratulations to Jiechuan Jiang.

Our paper “CrowdVision: A Computing Platform for Video Crowdprocessing Using Deep Learning” was accepted at IEEE Transactions on Mobile Computing.

Recent Publications

More Publications

arXiv Preprint

arXiv Preprint

AI@edge Lab

More Details

ATOC Biologically, communication is closely related to and probably originated from cooperation. For example, vervet monkeys can make different vocalizations to warn other members of the group about different predators. Similarly, communication can be crucially important in multi-agent reinforcement learning (MARL) for cooperation, especially for the scenarios where a large number of agents work in a collaborative way, such as autonomous vehicles planning, smart grid control, and multi-robot control. MARL can be simply seen as independent reinforcement learning (RL), where each learner treats the other agents as part of its environment. [Read More…]


The vast adoption of mobile devices with cameras has greatly assisted in the proliferation of the creation and distribution of videos. Videos, which are a rich source of information, can be exploited for on-demand information retrieval. Deep learning using Convolutional Neural Networks (CNNs) is state of the art computer vision techniques that can be used for information retrieval. However, due to the high computation of video processing using CNNs, it is not feasible or costs too much to process all videos at a centralized entity, considering a large set of videos which is common in this big data epoch. [Read More…]


Teaching

Undergraduate Courses

  • Algorithms, Spring 2019
  • Data Structures and Algorithms, Spring 2018
  • Introduction to Computer Systems, Fall 2017

Services

Technical Program Committee Member

  • INFOCOM 2016 2019 2020

  • MM 2017 2018

Session Chair

  • INFOCOM 2016, Session of Online Social Networks

Conference Organization

  • ACM TURC 2018, Award Co-Chair

Contact