Setareh Rafatirad

发表

Stealthy Malware Detection using RNN-Based Automated Localized Feature Extraction and Classifier

Sanket Shukla, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao, 2019, 2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI).

Extractable mobile photo tags

Ramesh Jain, Setareh Rafatirad, Mingyan Gao, 2011, MLBS '11.

2SMaRT: A Two-Stage Machine Learning-Based Approach for Run-Time Specialized Hardware-Assisted Malware Detection

Avesta Sasan, Houman Homayoun, Hosein Mohammadi Makrani, 2019, 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Architectural considerations for FPGA acceleration of machine learning applications in MapReduce

Hassan Ghasemzadeh, Avesta Sasan, Houman Homayoun, 2018, SAMOS.

RNN-Based Classifier to Detect Stealthy Malware using Localized Features and Complex Symbolic Sequence

Sanket Shukla, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao, 2019, 2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA).

Cognitive and Scalable Technique for Securing IoT Networks Against Malware Epidemics

Avesta Sasan, Houman Homayoun, Xiaojie Guo, 2020, IEEE Access.

Customized Machine Learning-Based Hardware-Assisted Malware Detection in Embedded Devices

Houman Homayoun, Hosein Mohammadi Makrani, Sai Manoj Pudukotai Dinakarrao, 2018, 2018 17th IEEE International Conference On Trust, Security And Privacy In Computing And Communications/ 12th IEEE International Conference On Big Data Science And Engineering (TrustCom/BigDataSE).

A comprehensive study of visual event computing

Ramesh C. Jain, Setareh Rafatirad, WeiQi Yan, 2011, Multimedia Tools and Applications.

Entropy-Shield:Side-Channel Entropy Maximization for Timing-based Side-Channel Attacks

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2020, 2020 21st International Symposium on Quality Electronic Design (ISQED).

Big vs little core for energy-efficient Hadoop computing

Hassan Ghasemzadeh, Rajiv V. Joshi, Houman Homayoun, 2019, J. Parallel Distributed Comput..

Security and Complexity Analysis of LUT-based Obfuscation: From Blueprint to Reality

Avesta Sasan, Houman Homayoun, Gaurav Kolhe, 2019, 2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

Energy-aware and Machine Learning-based Resource Provisioning of In-Memory Analytics on Cloud

Houman Homayoun, Hosein Mohammadi Makrani, Setareh Rafatirad, 2018, SoCC.

Advances and throwbacks in hardware-assisted security: special session

Avesta Sasan, Houman Homayoun, Ahmad-Reza Sadeghi, 2018, CASES.

Understanding the role of memory subsystem on performance and energy-efficiency of Hadoop applications

Houman Homayoun, Hosein Mohammadi Makrani, Setareh Rafatirad, 2017, 2017 Eighth International Green and Sustainable Computing Conference (IGSC).

Transforming Personal Artifacts into Probabilistic Narratives

Kathryn B. Laskey, Setareh Rafatirad, 2013, UAI Application Workshops.

Adversarial Attack on Microarchitectural Events based Malware Detectors

Avesta Sasan, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, 2019, 2019 56th ACM/IEEE Design Automation Conference (DAC).

A comprehensive memory analysis of data intensive workloads on server class architecture

Houman Homayoun, Hosein Mohammadi Makrani, Sai Manoj Pudukotai Dinakarrao, 2018, MEMSYS.

Hybrid-Shield: Accurate and Efficient Cross-Layer Countermeasure for Run-Time Detection and Mitigation of Cache-Based Side-Channel Attacks

Han Wang, Houman Homayoun, Setareh Rafatirad, 2020, 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD).

Efficient Utilization of Adversarial Training towards Robust Machine Learners and its Analysis

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2018, 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

Pyramid: Machine Learning Framework to Estimate the Optimal Timing and Resource Usage of a High-Level Synthesis Design

Liang Zhao, Avesta Sasan, Houman Homayoun, 2019, 2019 29th International Conference on Field Programmable Logic and Applications (FPL).

Ensemble Learning for Effective Run-Time Hardware-Based Malware Detection: A Comprehensive Analysis and Classification

Avesta Sasan, Houman Homayoun, Setareh Rafatirad, 2018, 2018 55th ACM/ESDA/IEEE Design Automation Conference (DAC).

ECoST: Energy-Efficient Co-Locating and Self-Tuning MapReduce Applications

Hassan Ghasemzadeh, Avesta Sasan, Houman Homayoun, 2019, ICPP.

Big biomedical image processing hardware acceleration: A case study for K-means and image filtering

Rajiv V. Joshi, Avesta Sasan, Houman Homayoun, 2016, 2016 IEEE International Symposium on Circuits and Systems (ISCAS).

Comprehensive Evaluation of Machine Learning Countermeasures for Detecting Microarchitectural Side-Channel Attacks

Han Wang, Houman Homayoun, Tinoosh Mohsenin, 2020, ACM Great Lakes Symposium on VLSI.

Malware Detection using Federated Learning based on HPC Events and Localized Image features

Houman Homayoun, Sanket Shukla, Gaurav Kolhe, 2019 .

Context Correlation Using Probabilistic Semantics

Paulo Cesar G. da Costa, Kathryn B. Laskey, Setareh Rafatirad, 2013, STIDS.

Hadoop Workloads Characterization for Performance and Energy Efficiency Optimizations on Microservers

Houman Homayoun, Setareh Rafatirad, Katayoun Neshatpour, 2018, IEEE Transactions on Multi-Scale Computing Systems.

A+ Tuning: Architecture+Application Auto-Tuning for In-Memory Data-Processing Frameworks

Houman Homayoun, Setareh Rafatirad, Han Wang, 2019, 2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS).

Main-Memory Requirements of Big Data Applications on Commodity Server Platform

Houman Homayoun, Hosein Mohammadi Makrani, Setareh Rafatirad, 2018, 2018 18th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID).

Programmable Gates Using Hybrid CMOS-STT Design to Prevent IC Reverse Engineering

Houman Homayoun, Setareh Rafatirad, Hamid Mahmoodi, 2018, ACM Trans. Design Autom. Electr. Syst..

Optimal Allocation of Computation and Communication in an IoT Network

Houman Homayoun, Setareh Rafatirad, Hakan Aydin, 2018, ACM Trans. Design Autom. Electr. Syst..

Special Session: Advances and Throwbacks in Hardware-Assisted Security

Avesta Sasan, Houman Homayoun, Ahmad-Reza Sadeghi, 2018, 2018 International Conference on Compilers, Architectures and Synthesis for Embedded Systems (CASES).

StealthMiner: Specialized Time Series Machine Learning for Run-Time Stealthy Malware Detection based on Microarchitectural Features

Houman Homayoun, Hosein Mohammadi Makrani, Yifeng Gao, 2020, ACM Great Lakes Symposium on VLSI.

SATConda: SAT to SAT-Hard Clause Translator

Houman Homayoun, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao, 2020, 2020 21st International Symposium on Quality Electronic Design (ISQED).

Phased-Guard: Multi-Phase Machine Learning Framework for Detection and Identification of Zero-Day Microarchitectural Side-Channel Attacks

Han Wang, Houman Homayoun, Gaurav Kolhe, 2020, 2020 IEEE 38th International Conference on Computer Design (ICCD).

Deep Multi-attributed Graph Translation with Node-Edge Co-Evolution

Houman Homayoun, Xiaojie Guo, Sai Manoj Pudukotai Dinakarrao, 2019, 2019 IEEE International Conference on Data Mining (ICDM).

Recent Advancements in Microarchitectural Security: Review of Machine Learning Countermeasures

Han Wang, Houman Homayoun, Hosein Mohammadi Makrani, 2020, 2020 IEEE 63rd International Midwest Symposium on Circuits and Systems (MWSCAS).

XPPE: cross-platform performance estimation of hardware accelerators using machine learning

Avesta Sasan, Houman Homayoun, Hosein Mohammadi Makrani, 2019, ASP-DAC.

Compressive Sensing on Storage Data: An Effective Solution to Alleviate I/0 Bottleneck in Data- Intensive Workloads

Houman Homayoun, Hosein Mohammadi Makrani, Sai Manoj Pudukotai Dinakarrao, 2018, 2018 IEEE 29th International Conference on Application-specific Systems, Architectures and Processors (ASAP).

MEDIALIFE: from images to a life chronicle

Setareh Rafatirad, Amarnath Gupta, Mingyan Gao, 2009, SIGMOD Conference.

Context-Based Event Ontology Extension in Multimedia Applications

Ramesh C. Jain, Kathryn B. Laskey, Setareh Rafatirad, 2013, 2013 IEEE Seventh International Conference on Semantic Computing.

Mitigating Cache-Based Side-Channel Attacks through Randomization: A Comprehensive System and Architecture Level Analysis

Han Wang, Avesta Sasan, Houman Homayoun, 2020, 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE).

MicroArchitectural events and image processing-based hybrid approach for robust malware detection: work-in-progress

Gaurav Kolhe, Setareh Rafatirad, Sanket Shukla, 2019, Proceedings of the International Conference on Compliers, Architectures and Synthesis for Embedded Systems Companion - CASES '19.

Lightweight Node-level Malware Detection and Network-level Malware Confinement in IoT Networks

Houman Homayoun, Hosein Mohammadi Makrani, Sai Manoj Pudukotai Dinakarrao, 2019, 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Mitigating the Performance and Quality of Parallelized Compressive Sensing Reconstruction Using Image Stitching

Avesta Sasan, Houman Homayoun, Hosein Mohammadi Makrani, 2019, ACM Great Lakes Symposium on VLSI.

Work-in-Progress: SAT to SAT-Hard Clause Translator

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2019, 2019 International Conference on Compliers, Architectures and Synthesis for Embedded Systems (CASES).

Energy-efficient acceleration of MapReduce applications using FPGAs

Hassan Ghasemzadeh, Avesta Sasan, Houman Homayoun, 2018, J. Parallel Distributed Comput..

Ensemble learning for effective run-time hardware-based malware detection: a comprehensive analysis and classification

Avesta Sasan, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, 2018, DAC.

Hardware Accelerated Mappers for Hadoop MapReduce Streaming

Avesta Sasan, Houman Homayoun, Setareh Rafatirad, 2018, IEEE Transactions on Multi-Scale Computing Systems.

Estimating the Circuit De-obfuscation Runtime based on Graph Deep Learning

Houman Homayoun, Liang Zhao, Chang-Tien Lu, 2019, 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Work-in-Progress: MicroArchitectural Events and Image Processing-based Hybrid Approach for Robust Malware Detection

Sanket Shukla, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao, 2019, 2019 International Conference on Compliers, Architectures and Synthesis for Embedded Systems (CASES).

A Technical Report on Real-Estate Rent Prediction

Setareh Rafatirad, 2017 .

Contextual Augmentation of Ontology for Recognizing Sub-events

Ramesh C. Jain, Setareh Rafatirad, 2011, 2011 IEEE Fifth International Conference on Semantic Computing.

Using Transfer Learning Approach to Implement Convolutional Neural Network model to Recommend Airline Tickets by Using Online Reviews

Setareh Rafatirad, Maryam Heidari, Maryam Heidari, 2020, 2020 15th International Workshop on Semantic and Social Media Adaptation and Personalization (SMA.

On Custom LUT-based Obfuscation

Avesta Sasan, Houman Homayoun, Gaurav Kolhe, 2019, ACM Great Lakes Symposium on VLSI.

Sequence-crafter: side-channel entropy minimization to thwart timing-based side-channel attacks: work-in-progress

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2019, CASES.

SAT to SAT-Hard Clause Translator

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2019, CASES.

Design Space Exploration for Hardware Acceleration of Machine Learning Applications in MapReduce

Hassan Ghasemzadeh, Avesta Sasan, Houman Homayoun, 2018, 2018 IEEE 26th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM).

Event composition operators: ECO

Setareh Rafatirad, Amarnath Gupta, Ramesh C. Jain, 2009, EiMM '09.

An Exhaustive Analysis of Lazy vs. Eager Learning Methods for Real-Estate Property Investment

Setareh Rafatirad, Maryam Heidari, Maryam Heidari, 2018 .

SAT to SAT-hard clause translator: work-in-progress

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2019 .

Comprehensive assessment of run-time hardware-supported malware detection using general and ensemble learning

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2018, CF.

Work-in-Progress: Sequence-Crafter: Side-Channel Entropy Minimization to Thwart Timing-based Side-Channel Attacks

Houman Homayoun, Setareh Rafatirad, Sahil Bhat, 2019, 2019 International Conference on Compliers, Architectures and Synthesis for Embedded Systems (CASES).

SCARF: Detecting Side-Channel Attacks at Real-time using Low-level Hardware Features

Houman Homayoun, Setareh Rafatirad, Avesta Sasan, 2020, 2020 IEEE 26th International Symposium on On-Line Testing and Robust System Design (IOLTS).

Deep Graph Learning for Circuit Deobfuscation

Houman Homayoun, Gaurav Kolhe, Setareh Rafatirad, 2021, Frontiers in Big Data.

Imitating Functional Operations for Mitigating Side-Channel Leakage

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2021 .

A Cognitive SAT to SAT-Hard Clause Translation-based Logic Obfuscation

Houman Homayoun, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao, 2021, 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Machine Learning-Assisted Website Fingerprinting Attacks with Side-Channel Information: A Comprehensive Analysis and Characterization

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2021, 2021 22nd International Symposium on Quality Electronic Design (ISQED).

Adaptive Performance Modeling of Data-intensive Workloads for Resource Provisioning in Virtualized Environment

Houman Homayoun, Hosein Mohammadi Makrani, Tinoosh Mohsenin, 2021, ACM Trans. Model. Perform. Evaluation Comput. Syst..

Repttack: Exploiting Cloud Schedulers to Guide Co-Location Attacks pdf

Houman Homayoun, Setareh Rafatirad, Avesta Sasan, 2021, NDSS.

HosNa: A DPC++ Benchmark Suite for Heterogeneous Architectures

Houman Homayoun, Hosein Mohammadi Makrani, Setareh Rafatirad, 2021, 2021 IEEE 39th International Conference on Computer Design (ICCD).

Securing Hardware via Dynamic Obfuscation Utilizing Reconfigurable Interconnect and Logic Blocks

Houman Homayoun, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao, 2021, 2021 58th ACM/IEEE Design Automation Conference (DAC).

On-device Malware Detection using Performance-Aware and Robust Collaborative Learning

Sanket Shukla, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao, 2021, 2021 58th ACM/IEEE Design Automation Conference (DAC).

Evaluation of Machine Learning-based Detection against Side-Channel Attacks on Autonomous Vehicle

Houman Homayoun, Tinoosh Mohsenin, Sai Manoj Pudukotai Dinakarrao, 2021, 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems (AICAS).

Performance-aware Malware Epidemic Confinement in Large-Scale IoT Networks

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2021, ICC 2021 - IEEE International Conference on Communications.

HMD-Hardener: Adversarially Robust and Efficient Hardware-Assisted Runtime Malware Detection

Houman Homayoun, Sanket Shukla, Sai Manoj Pudukotai Dinakarrao, 2021, 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Energy-Efficient and Adversarially Robust Machine Learning with Selective Dynamic Band Filtering

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2021, ACM Great Lakes Symposium on VLSI.

Enabling Micro AI for Securing Edge Devices at Hardware Level

Houman Homayoun, Setareh Rafatirad, Avesta Sasan, 2021, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

Demography-aware COVID-19 Confinement with Game Theory

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2021, 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems (AICAS).

Towards Accurate Run-Time Hardware-Assisted Stealthy Malware Detection: A Lightweight, Yet Effective Time Series CNN-Based Approach

Houman Homayoun, Hosein Mohammadi Makrani, Yifeng Gao, 2021, Cryptography.

Ontology-Driven Framework for Trend Analysis of Vulnerabilities and Impacts in IoT Hardware

Houman Homayoun, Sai Manoj Pudukotai Dinakarrao, Setareh Rafatirad, 2021, 2021 IEEE 15th International Conference on Semantic Computing (ICSC).