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20202022
most citedSurvey of Recent Multi-Agent Reinforcement Learning Algorithms Utilizing Centralized Training

33 citations · 69 across the 13 of their papers we have counts for

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Showing 2021Show all

8 papers · 1 filter

cs.CL2021★ 1 cited

COSMic: A Coherence-Aware Generation Metric for Image Descriptions

Mert İnan, Piyush Sharma, Baber Khalid +3

Developers of text generation models rely on automated evaluation metrics as a stand-in for slow and expensive manual evaluations. However, image captioning metrics have struggled…

cs.MA2021★ 33 cited

Survey of Recent Multi-Agent Reinforcement Learning Algorithms Utilizing Centralized Training

Piyush K. Sharma, Rolando Fernandez, Erin Zaroukian +3

Much work has been dedicated to the exploration of Multi-Agent Reinforcement Learning (MARL) paradigms implementing a centralized learning with decentralized execution (CLDE) appro…

eess.SY2021★ 9 cited

Asynchronous Distributed Reinforcement Learning for LQR Control via Zeroth-Order Block Coordinate Descent

Gangshan Jing, He Bai, Jemin George +2

Recently introduced distributed zeroth-order optimization (ZOO) algorithms have shown their utility in distributed reinforcement learning (RL). Unfortunately, in the gradient estim…

cs.LG2021★ 3 cited

Heterogeneous Noisy Short Signal Camouflage in Multi-Domain Environment Decision-Making

Piyush K. Sharma

Data transmission between two or more digital devices in industry and government demands secure and agile technology. Digital information distribution often requires deployment of…

eess.SP2021★ 6 cited

IoT Solutions with Multi-Sensor Fusion and Signal-Image Encoding for Secure Data Transfer and Decision Making

Piyush K. Sharma, Mark Dennison, Adrienne Raglin

Deployment of Internet of Things (IoT) devices and Data Fusion techniques have gained popularity in public and government domains. This usually requires capturing and consolidating…

cs.LG2021★ 5 cited

Investigating Manifold Neighborhood size for Nonlinear Analysis of LIBS Amino Acid Spectra

Piyush K. Sharma, Gary Holness, Poopalasingam Sivakumar +2

Classification and identification of amino acids in aqueous solutions is important in the study of biomacromolecules. Laser Induced Breakdown Spectroscopy (LIBS) uses high energy l…

cs.CV2021★ 3 cited

Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts

Soravit Changpinyo, Piyush Sharma, Nan Ding +1

The availability of large-scale image captioning and visual question answering datasets has contributed significantly to recent successes in vision-and-language pre-training. Howev…

eess.SY2021

Learning Distributed Stabilizing Controllers for Multi-Agent Systems

Gangshan Jing, He Bai, Jemin George +2

We address the problem of model-free distributed stabilization of heterogeneous multi-agent systems using reinforcement learning (RL). Two algorithms are developed. The first algor…