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02/11/2023
CILP: Co-simulation based Imitation Learner for Dynamic Resource Provisioning in Cloud Computing Environments
Intelligent Virtual Machine (VM) provisioning is central to cost and res...
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02/05/2023
Simulation-Driven Automated End-to-End Test and Oracle Inference
This is the first work to report on inferential testing at scale in indu...
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12/02/2022
DeepFT: Fault-Tolerant Edge Computing using a Self-Supervised Deep Surrogate Model
The emergence of latency-critical AI applications has been supported by ...
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08/16/2022
DRAGON: Decentralized Fault Tolerance in Edge Federations
Edge Federation is a new computing paradigm that seamlessly interconnect...
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08/01/2022
AI Augmented Edge and Fog Computing: Trends and Challenges
In recent years, the landscape of computing paradigms has witnessed a gr...
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06/18/2022
ToolTango: Common sense Generalization in Predicting Sequential Tool Interactions for Robot Plan Synthesis
Robots assisting us in environments such as factories or homes must lear...
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06/11/2022
RadNet: Incident Prediction in Spatio-Temporal Road Graph Networks Using Traffic Forecasting
Efficient and accurate incident prediction in spatio-temporal systems is...
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05/23/2022
FlexiBERT: Are Current Transformer Architectures too Homogeneous and Rigid?
The existence of a plethora of language models makes the problem of sele...
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05/21/2022
MetaNet: Automated Dynamic Selection of Scheduling Policies in Cloud Environments
Task scheduling is a well-studied problem in the context of optimizing t...
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05/21/2022
Learning to Dynamically Select Cost Optimal Schedulers in Cloud Computing Environments
The operational cost of a cloud computing platform is one of the most si...
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05/21/2022
SplitPlace: AI Augmented Splitting and Placement of Large-Scale Neural Networks in Mobile Edge Environments
In recent years, deep learning models have become ubiquitous in industry...
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05/14/2022
GoalNet: Inferring Conjunctive Goal Predicates from Human Plan Demonstrations for Robot Instruction Following
Our goal is to enable a robot to learn how to sequence its actions to pe...
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03/14/2022
CAROL: Confidence-Aware Resilience Model for Edge Federations
In recent years, the deployment of large-scale Internet of Things (IoT) ...
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01/18/2022
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data
Efficient anomaly detection and diagnosis in multivariate time-series da...
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12/16/2021
GOSH: Task Scheduling Using Deep Surrogate Models in Fog Computing Environments
Recently, intelligent scheduling approaches using surrogate models have ...
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12/14/2021
MCDS: AI Augmented Workflow Scheduling in Mobile Edge Cloud Computing Systems
Workflow scheduling is a long-studied problem in parallel and distribute...
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12/04/2021
PreGAN: Preemptive Migration Prediction Network for Proactive Fault-Tolerant Edge Computing
Building a fault-tolerant edge system that can quickly react to node ove...
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11/19/2021
START: Straggler Prediction and Mitigation for Cloud Computing Environments using Encoder LSTM Networks
Modern large-scale computing systems distribute jobs into multiple small...
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10/11/2021
HUNTER: AI based Holistic Resource Management for Sustainable Cloud Computing
The worldwide adoption of cloud data centers (CDCs) has given rise to th...
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10/10/2021
SplitPlace: Intelligent Placement of Split Neural Nets in Mobile Edge Environments
In recent years, deep learning models have become ubiquitous in industry...
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10/06/2021
Generative Optimization Networks for Memory Efficient Data Generation
In standard generative deep learning models, such as autoencoders or GAN...
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05/05/2021
TANGO: Commonsense Generalization in Predicting Tool Interactions for Mobile Manipulators
Robots assisting us in factories or homes must learn to make use of obje...
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04/29/2021
COSCO: Container Orchestration using Co-Simulation and Gradient Based Optimization for Fog Computing Environments
Intelligent task placement and management of tasks in large-scale fog pl...
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09/01/2020
Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments using A3C learning and Residual Recurrent Neural Networks
The ubiquitous adoption of Internet-of-Things (IoT) based applications h...
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06/09/2020
ToolNet: Using Commonsense Generalization for Predicting Tool Use for Robot Plan Synthesis
A robot working in a physical environment (like home or factory) needs t...
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05/06/2020
AVAC: A Machine Learning based Adaptive RRAM Variability-Aware Controller for Edge Devices
Recently, the Edge Computing paradigm has gained significant popularity ...
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04/17/2020
ThermoSim: Deep Learning based Framework for Modeling and Simulation of Thermal-aware Resource Management for Cloud Computing Environments
Current cloud computing frameworks host millions of physical servers tha...
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11/16/2019
iGateLink: A Gateway Library for Linking IoT, Edge, Fog and Cloud Computing Environments
In recent years, the Internet of Things (IoT) has been growing in popula...
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11/15/2019
HealthFog: An Ensemble Deep Learning based Smart Healthcare System for Automatic Diagnosis of Heart Diseases in Integrated IoT and Fog Computing Environments
Cloud computing provides resources over the Internet and allows a pletho...
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10/21/2019
Transformative effects of IoT, Blockchain and Artificial Intelligence on cloud computing: Evolution, vision, trends and open challenges
Cloud computing plays a critical role in modern society and enables a ra...
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10/03/2019
APEX: Adaptive Ext4 File System for Enhanced Data Recoverability in Edge Devices
Recently Edge Computing paradigm has gained significant popularity both ...
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06/26/2019
EdgeLens: Deep Learning based Object Detection in Integrated IoT, Fog and Cloud Computing Environments
Data-intensive applications are growing at an increasing rate and there ...
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11/29/2018