Mohsen Imani

IEEE Trans. Circuits Syst. I Regul. Pap., April, 2024

Advancing Hyperdimensional Computing Based on Trainable Encoding and Adaptive Training for Efficient and Accurate Learning.

[BibT_eX]

[DOI]

ACM Trans. Design Autom. Electr. Syst., 2024

Conjunctive block coding for hyperdimensional graph representation.

[BibT_eX]

[DOI]

Intell. Syst. Appl., 2024

Efficient event-based robotic grasping perception using hyperdimensional computing.

[BibT_eX]

[DOI]

Internet Things, 2024

Hyperdimensional computing with holographic and adaptive encoder.

[BibT_eX]

[DOI]

Frontiers Artif. Intell., 2024

Privacy-Preserving Federated Learning with Differentially Private Hyperdimensional Computing.

[BibT_eX]

[DOI]

CoRR, 2024

PV-VTT: A Privacy-Centric Dataset for Mission-Specific Anomaly Detection and Natural Language Interpretation.

[BibT_eX]

[DOI]

CoRR, 2024

A Remedy to Compute-in-Memory with Dynamic Random Access Memory: 1FeFET-1C Technology for Neuro-Symbolic AI.

[BibT_eX]

[DOI]

Xunzhao Yin

CoRR, 2024

Promoting Fairness in Link Prediction with Graph Enhancement.

[BibT_eX]

[DOI]

Yezi Liu

CoRR, 2024

VLTP: Vision-Language Guided Token Pruning for Task-Oriented Segmentation.

[BibT_eX]

[DOI]

CoRR, 2024

Recoverable Anonymization for Pose Estimation: A Privacy-Enhancing Approach.

[BibT_eX]

[DOI]

CoRR, 2024

Vision Language Model for Interpretable and Fine-grained Detection of Safety Compliance in Diverse Workplaces.

[BibT_eX]

[DOI]

CoRR, 2024

Explainable Hyperdimensional Computing for Balancing Privacy and Transparency in Additive Manufacturing Monitoring.

[BibT_eX]

[DOI]

Fardin Jalil Piran

Prathyush Poduval

Farhad Imani

CoRR, 2024

MissionGNN: Hierarchical Multimodal GNN-based Weakly Supervised Video Anomaly Recognition with Mission-Specific Knowledge Graph Generation.

[BibT_eX]

[DOI]

CoRR, 2024

Hyperdimensional Quantum Factorization.

[BibT_eX]

[DOI]

CoRR, 2024

Generalized Holographic Reduced Representations.

[BibT_eX]

[DOI]

Calvin Yeung

Zhuowen Zou

CoRR, 2024

Spatial-Aware Image Retrieval: A Hyperdimensional Computing Approach for Efficient Similarity Hashing.

[BibT_eX]

[DOI]

CoRR, 2024

EcoSense: Energy-Efficient Intelligent Sensing for In-Shore Ship Detection through Edge-Cloud Collaboration.

[BibT_eX]

[DOI]

CoRR, 2024

Self-Attention Based Semantic Decomposition in Vector Symbolic Architectures.

[BibT_eX]

[DOI]

Calvin Yeung

Prathyush Poduval

CoRR, 2024

TaskCLIP: Extend Large Vision-Language Model for Task Oriented Object Detection.

[BibT_eX]

[DOI]

CoRR, 2024

HDReason: Algorithm-Hardware Codesign for Hyperdimensional Knowledge Graph Reasoning.

[BibT_eX]

[DOI]

CoRR, 2024

HEAL: Brain-inspired Hyperdimensional Efficient Active Learning.

[BibT_eX]

[DOI]

William Youngwoo Chung

CoRR, 2024

A Plug-in Tiny AI Module for Intelligent and Selective Sensor Data Transmission.

[BibT_eX]

[DOI]

CoRR, 2024

HyperSense: Accelerating Hyper-Dimensional Computing for Intelligent Sensor Data Processing.

[BibT_eX]

[DOI]

Sanggeon Yun

Ryozo Masukawa

CoRR, 2024

Dynamic MAC Protocol for Wireless Spectrum Sharing via Hyperdimensional Self-Learning.

[BibT_eX]

[DOI]

Yang Ni

Danny Abraham

Mariam Issa

Mahdi Imani

Pietro Mercati

IEEE Access, 2024

Energy-Efficient Near-Sensor Event Detector Based on Multilevel Ga2O3 RRAM.

[BibT_eX]

[DOI]

Mehrdad Morsali

Sepehr Tabrizchi

Ravi Teja Velpula

Mano Bala Sankar Muthu

Hieu Pham Trung Nguyen

Arman Roohi

Shaahin Angizi

Proceedings of the IEEE Computer Society Annual Symposium on VLSI, 2024

Brain-Inspired Hyperdimensional Computing in the Wild: Lightweight Symbolic Learning for Sensorimotor Controls of Wheeled Robots.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Robotics and Automation, 2024

Efficient Exploration in Edge-Friendly Hyperdimensional Reinforcement Learning.

[BibT_eX]

[DOI]

Yang Ni

William Youngwoo Chung

Samuel Cho

Zhuowen Zou

Proceedings of the Great Lakes Symposium on VLSI 2024, 2024

High-Performance Reconfigurable Accelerator for Knowledge Graph Reasoning.

[BibT_eX]

[DOI]

Proceedings of the 32nd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2024

FeReX: A Reconfigurable Design of Multi-Bit Ferroelectric Compute-in-Memory for Nearest Neighbor Search.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

OISA: Architecting an Optical In-Sensor Accelerator for Efficient Visual Computing.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

Towards Forward-Only Learning for Hyperdimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

A FeFET-based Time-Domain Associative Memory for Multi-bit Similarity Computation.

[BibT_eX]

[DOI]

Qingrong Huang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

Lightator: An Optical Near-Sensor Accelerator with Compressive Acquisition Enabling Versatile Image Processing.

[BibT_eX]

[DOI]

Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024

HDQMF: Holographic Feature Decomposition using Quantum Algorithms.

[BibT_eX]

[DOI]

Prathyush Poduval

Zhuowen Zou

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Scalable and Interpretable Brain-Inspired Hyper-Dimensional Computing Intelligence with Hardware-Software Co-Design.

[BibT_eX]

[DOI]

Proceedings of the IEEE Custom Integrated Circuits Conference, 2024

2023

FeFET-Based In-Memory Hyperdimensional Encoding Design.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., November, 2023

Agile Simulation of Stochastic Computing Image Processing With Contingency Tables.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., October, 2023

Modeling and Predicting Transistor Aging Under Workload Dependency Using Machine Learning.

[BibT_eX]

[DOI]

Paul R. Genssler

Karthik Pandaram

Hussam Amrouch

IEEE Trans. Circuits Syst. I Regul. Pap., September, 2023

An Ultracompact Single-Ferroelectric Field-Effect Transistor Binary and Multibit Associative Search Engine.

[BibT_eX]

[DOI]

Adv. Intell. Syst., July, 2023

Design of Ultracompact Content Addressable Memory Exploiting 1T-1MTJ Cell.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., May, 2023

Ferroelectric Ternary Content Addressable Memories for Energy-Efficient Associative Search.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., April, 2023

Towards Efficient Hyperdimensional Computing Using Photonics.

[BibT_eX]

[DOI]

Mehran Shoushtari Moghadam

CoRR, 2023

Learning from Hypervectors: A Survey on Hypervector Encoding.

[BibT_eX]

[DOI]

Sercan Aygun

CoRR, 2023

Memory-Based Computing for Energy-Efficient AI: Grand Challenges.

[BibT_eX]

[DOI]

Proceedings of the 31st IFIP/IEEE International Conference on Very Large Scale Integration, 2023

Sparsity Controllable Hyperdimensional Computing for Genome Sequence Matching Acceleration.

[BibT_eX]

[DOI]

Proceedings of the 31st IFIP/IEEE International Conference on Very Large Scale Integration, 2023

Hardware-Optimized Hyperdimensional Computing for Real-Time Learning.

[BibT_eX]

[DOI]

Proceedings of the 66th IEEE International Midwest Symposium on Circuits and Systems, 2023

Algorithm-Hardware Co-Design for Efficient Brain-Inspired Hyperdimensional Learning on Edge (Extended Abstract).

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Deep Mapper: A Multi-Channel Single-Cycle Near-Sensor DNN Accelerator.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Rebooting Computing, 2023

Hierarchical, Distributed and Brain-Inspired Learning for Internet of Things Systems.

[BibT_eX]

[DOI]

Proceedings of the 43rd IEEE International Conference on Distributed Computing Systems, 2023

SEE-MCAM: Scalable Multi-Bit FeFET Content Addressable Memories for Energy Efficient Associative Search.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

Brain-Inspired Trustworthy Hyperdimensional Computing with Efficient Uncertainty Quantification.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

Reliable Hyperdimensional Reasoning on Unreliable Emerging Technologies.

[BibT_eX]

[DOI]

George Michelogiannakis

Hussam Amrouch

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

Invited Paper: Hyperdimensional Computing for Resilient Edge Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

Efficient Off-Policy Reinforcement Learning via Brain-Inspired Computing.

[BibT_eX]

[DOI]

Proceedings of the Great Lakes Symposium on VLSI 2023, 2023

Bit-Stream Processing with No Bit-Stream: Efficient Software Simulation of Stochastic Vision Machines.

[BibT_eX]

[DOI]

Proceedings of the Great Lakes Symposium on VLSI 2023, 2023

Reconvergent Path-aware Simulation of Bit-stream Processing.

[BibT_eX]

[DOI]

Proceedings of the Great Lakes Symposium on VLSI 2023, 2023

Stochastic Computing for Reliable Memristive In-Memory Computation.

[BibT_eX]

[DOI]

Proceedings of the Great Lakes Symposium on VLSI 2023, 2023

HyperGRAF: Hyperdimensional Graph-Based Reasoning Acceleration on FPGA.

[BibT_eX]

[DOI]

Ali Zakeri

Fei Wen

Proceedings of the 33rd International Conference on Field-Programmable Logic and Applications, 2023

Efficient Hyperdimensional Learning with Trainable, Quantizable, and Holistic Data Representation.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

HDGIM: Hyperdimensional Genome Sequence Matching on Unreliable highly scaled FeFET.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Comprehensive Analysis of Hyperdimensional Computing Against Gradient Based Attacks.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

A Linear-Time, Optimization-Free, and Edge Device-Compatible Hypervector Encoding.

[BibT_eX]

[DOI]

Sercan Aygun

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

BP-NTT: Fast and Compact in-SRAM Number Theoretic Transform with Bit-Parallel Modular Multiplication.

[BibT_eX]

[DOI]

Jingyao Zhang

Elaheh Sadredini

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

DistHD: A Learner-Aware Dynamic Encoding Method for Hyperdimensional Classification.

[BibT_eX]

[DOI]

Junyao Wang

Sitao Huang

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

Late Breaking Results: Scalable and Efficient Hyperdimensional Computing for Network Intrusion Detection.

[BibT_eX]

[DOI]

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

Comprehensive Integration of Hyperdimensional Computing with Deep Learning towards Neuro-Symbolic AI.

[BibT_eX]

[DOI]

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

Lightning Talk: Bridging Neuro-Dynamics and Cognition.

[BibT_eX]

[DOI]

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

Beyond von Neumann Era: Brain-Inspired Hyperdimensional Computing to the Rescue.

[BibT_eX]

[DOI]

Proceedings of the 28th Asia and South Pacific Design Automation Conference, 2023

Hyperdimensional Computing for Robust and Efficient Unsupervised Learning.

[BibT_eX]

[DOI]

Sanggeon Yun

Proceedings of the 57th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2023, Pacific Grove, CA, USA, October 29, 2023

2022

HyDREA: Utilizing Hyperdimensional Computing for a More Robust and Efficient Machine Learning System.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., November, 2022

Store-n-Learn: Classification and Clustering with Hyperdimensional Computing across Flash Hierarchy.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., 2022

Stochastic Computing in Beyond Von-Neumann Era: Processing Bit-Streams in Memristive Memory.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. II Express Briefs, 2022

Locality-Based Encoder and Model Quantization for Efficient Hyper-Dimensional Computing.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022

PAM: A Piecewise-Linearly-Approximated Floating-Point Multiplier With Unbiasedness and Configurability.

[BibT_eX]

[DOI]

IEEE Trans. Computers, 2022

COSMO: Computing with Stochastic Numbers in Memory.

[BibT_eX]

[DOI]

ACM J. Emerg. Technol. Comput. Syst., 2022

Bayesian Optimization for Expensive Smooth-Varying Functions.

[BibT_eX]

[DOI]

Mahdi Imani

Seyede Fatemeh Ghoreishi

IEEE Intell. Syst., 2022

Computing-In-Memory Using Ferroelectrics: From Single- to Multi-Input Logic.

[BibT_eX]

[DOI]

IEEE Des. Test, 2022

A Homogeneous Processing Fabric for Matrix-Vector Multiplication and Associative Search Using Ferroelectric Time-Domain Compute-in-Memory.

[BibT_eX]

[DOI]

CoRR, 2022

Efficient Personalized Learning for Wearable Health Applications using HyperDimensional Computing.

[BibT_eX]

[DOI]

CoRR, 2022

QHD: A brain-inspired hyperdimensional reinforcement learning algorithm.

[BibT_eX]

[DOI]

CoRR, 2022

An Ultra-Compact Single FeFET Binary and Multi-Bit Associative Search Engine.

[BibT_eX]

[DOI]

CoRR, 2022

BioHD: an efficient genome sequence search platform using HyperDimensional memorization.

[BibT_eX]

[DOI]

Proceedings of the ISCA '22: The 49th Annual International Symposium on Computer Architecture, New York, New York, USA, June 18, 2022

Hyperdimensional Hybrid Learning on End-Edge-Cloud Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE 40th International Conference on Computer Design, 2022

Full Stack Parallel Online Hyperdimensional Regression on FPGA.

[BibT_eX]

[DOI]

Proceedings of the IEEE 40th International Conference on Computer Design, 2022

ScaleHD: Robust Brain-Inspired Hyperdimensional Computing via Adapative Scaling.

[BibT_eX]

[DOI]

Sizhe Zhang

Xun Jiao

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

Neurally-Inspired Hyperdimensional Classification for Efficient and Robust Biosignal Processing.

[BibT_eX]

[DOI]

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

COSIME: FeFET Based Associative Memory for In-Memory Cosine Similarity Search.

[BibT_eX]

[DOI]

Ann Franchesca Laguna

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

DARL: Distributed Reconfigurable Accelerator for Hyperdimensional Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

Flexible and Personalized Learning for Wearable Health Applications using HyperDimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the GLSVLSI '22: Great Lakes Symposium on VLSI 2022, Irvine CA USA, June 6, 2022

Density-Aware Parallel Hyperdimensional Genome Sequence Matching.

[BibT_eX]

[DOI]

Proceedings of the 30th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2022

Online Performance and Power Prediction for Edge TPU via Comprehensive Characterization.

[BibT_eX]

[DOI]

Proceedings of the 2022 Design, Automation & Test in Europe Conference & Exhibition, 2022

Algorithm-Hardware Co-Design for Efficient Brain-Inspired Hyperdimensional Learning on Edge.

[BibT_eX]

[DOI]

Proceedings of the 2022 Design, Automation & Test in Europe Conference & Exhibition, 2022

Adaptive neural recovery for highly robust brain-like representation.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

QuiltNet: efficient deep learning inference on multi-chip accelerators using model partitioning.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

HDPG: hyperdimensional policy-based reinforcement learning for continuous control.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

A fast and low-cost comparison-free sorting engine with unary computing: late breaking results.

[BibT_eX]

[DOI]

Amir Hossein Jalilvand

Seyedeh Newsha Estiri

Samaneh Naderi

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

Neural computation for robust and holographic face detection.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

Energy efficient data search design and optimization based on a compact ferroelectric FET content addressable memory.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

Brain-Inspired Hyperdimensional Computing for Ultra-Efficient Edge AI.

[BibT_eX]

[DOI]

Paul R. Genssler

Peter Sutor Jr.

Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis, 2022

Optimal Bayesian Biomarker Selection for Gene Regulatory Networks under Regulatory Model Uncertainty.

[BibT_eX]

[DOI]

Mahdi Imani

Seyede Fatemeh Ghoreishi

Proceedings of the American Control Conference, 2022

2021

Mockingbird: Defending Against Deep-Learning-Based Website Fingerprinting Attacks With Adversarial Traces.

[BibT_eX]

[DOI]

Mohammad Saidur Rahman

Nate Mathews

IEEE Trans. Inf. Forensics Secur., 2021

Spiking Hyperdimensional Network: Neuromorphic Models Integrated with Memory-Inspired Framework.

[BibT_eX]

[DOI]

CoRR, 2021

Scalable edge-based hyperdimensional learning system with brain-like neural adaptation.

[BibT_eX]

[DOI]

Proceedings of the International Conference for High Performance Computing, 2021

Robust In-Memory Computing with Hyperdimensional Stochastic Representation.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Symposium on Nanoscale Architectures, 2021

Sunder: Enabling Low-Overhead and Scalable Near-Data Pattern Matching Acceleration.

[BibT_eX]

[DOI]

Proceedings of the MICRO '21: 54th Annual IEEE/ACM International Symposium on Microarchitecture, 2021

Efficient Brain-Inspired Hyperdimensional Learning with Spatiotemporal Structured Data.

[BibT_eX]

[DOI]

Proceedings of the 29th International Symposium on Modeling, 2021

MACcelerator: Approximate Arithmetic Unit for Computational Acceleration.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Symposium on Quality Electronic Design, 2021

MIMHD: Accurate and Efficient Hyperdimensional Inference Using Multi-Bit In-Memory Computing.

[BibT_eX]

[DOI]

Arman Kazemi

Mohammad Mehdi Sharifi

Proceedings of the IEEE/ACM International Symposium on Low Power Electronics and Design, 2021

AdaptBit-HD: Adaptive Model Bitwidth for Hyperdimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the 39th IEEE International Conference on Computer Design, 2021

Massively Parallel Big Data Classification on a Programmable Processing In-Memory Architecture.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021

CORLD: In-Stream Correlation Manipulation for Low-Discrepancy Stochastic Computing.

[BibT_eX]

[DOI]

Sina Asadi

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021

Revisiting HyperDimensional Learning for FPGA and Low-Power Architectures.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2021

Real-Time and Robust Hyperdimensional Classification.

[BibT_eX]

[DOI]

Cheng Zhuo

Xunzhao Yin

Proceedings of the GLSVLSI '21: Great Lakes Symposium on VLSI 2021, 2021

ManiHD: Efficient Hyper-Dimensional Learning Using Manifold Trainable Encoder.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

HyGraph: Accelerating Graph Processing with Hybrid Memory-centric Computing.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

FPGA Acceleration of Protein Back-Translation and Alignment.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

Energy-Aware Designs of Ferroelectric Ternary Content Addressable Memory.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

HyDREA: Towards More Robust and Efficient Machine Learning Systems with Hyperdimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

A Framework for Efficient and Binary Clustering in High-Dimensional Space.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

OnlineHD: Robust, Efficient, and Single-Pass Online Learning Using Hyperdimensional System.

[BibT_eX]

[DOI]

Alejandro Hernández-Cane

Namiko Matsumoto

Eric Ping

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

TruLook: A Framework for Configurable GPU Approximation.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

A Low-Cost FSM-based Bit-Stream Generator for Low-Discrepancy Stochastic Computing.

[BibT_eX]

[DOI]

Sina Asadi

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

Cognitive Correlative Encoding for Genome Sequence Matching in Hyperdimensional System.

[BibT_eX]

[DOI]

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

StocHD: Stochastic Hyperdimensional System for Efficient and Robust Learning from Raw Data.

[BibT_eX]

[DOI]

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

CascadeHD: Efficient Many-Class Learning Framework Using Hyperdimensional Computing.

[BibT_eX]

[DOI]

Jiseung Kim

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

RegHD: Robust and Efficient Regression in Hyper-Dimensional Learning System.

[BibT_eX]

[DOI]

Cheng Zhuo

Xunzhao Yin

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

PRID: Model Inversion Privacy Attacks in Hyperdimensional Learning Systems.

[BibT_eX]

[DOI]

Rosario Cammarota

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

DP-Sim: A Full-stack Simulation Infrastructure for Digital Processing In-Memory Architectures.

[BibT_eX]

[DOI]

Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021

HyperRec: Efficient Recommender Systems with Hyperdimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021

Cross-layer Design for Computing-in-Memory: From Devices, Circuits, to Architectures and Applications.

[BibT_eX]

[DOI]

Hussam Amrouch

Xiaobo Sharon Hu

Ann Franchesca Laguna

Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021

PIM-DL: Boosting DNN Inference on Digital Processing In-Memory Architectures via Data Layout Optimizations.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Parallel Architectures and Compilation Techniques, 2021

2020

Machine Learning in IoT Systems: From Deep Learning to Hyperdimensional Computing.

[BibT_eX]

[DOI]

PhD thesis, 2020

Runtime Efficiency-Accuracy Tradeoff Using Configurable Floating Point Multiplier.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020

Data Reuse for Accelerated Approximate Warps.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020

SearcHD: A Memory-Centric Hyperdimensional Computing With Stochastic Training.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020

QuantHD: A Quantization Framework for Hyperdimensional Computing.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020

Accelerating Hyperdimensional Computing on FPGAs by Exploiting Computational Reuse.

[BibT_eX]

[DOI]

Sahand Salamat

IEEE Trans. Computers, 2020

CryptoPIM: In-memory Acceleration for Lattice-based Cryptographic Hardware.

[BibT_eX]

[DOI]

Hamid Nejatollahi

Rosario Cammarota

Nikil D. Dutt

IACR Cryptol. ePrint Arch., 2020

Efficient Associative Search in Brain-Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

IEEE Des. Test, 2020

Trustworthy AI Inference Systems: An Industry Research View.

[BibT_eX]

[DOI]

CoRR, 2020

Multi-label HD Classification in 3D Flash.

[BibT_eX]

[DOI]

Proceedings of the 28th IFIP/IEEE International Conference on Very Large Scale Integration, 2020

Deep Learning Acceleration using Digital-Based Processing In-Memory.

[BibT_eX]

[DOI]

Proceedings of the 33rd IEEE International System-on-Chip Conference, 2020

DUAL: Acceleration of Clustering Algorithms using Digital-based Processing In-Memory.

[BibT_eX]

[DOI]

Proceedings of the 53rd Annual IEEE/ACM International Symposium on Microarchitecture, 2020

Implementing binary neural networks in memory with approximate accumulation.

[BibT_eX]

[DOI]

Proceedings of the ISLPED '20: ACM/IEEE International Symposium on Low Power Electronics and Design, 2020

THRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy.

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[DOI]

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2020

Optimally Approximated and Unbiased Floating-Point Multiplier with Runtime Configurability.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2020

Deep Learning Acceleration with Neuron-to-Memory Transformation.

[BibT_eX]

[DOI]

Mohammad Samragh Razlighi

Proceedings of the IEEE International Symposium on High Performance Computer Architecture, 2020

GenieHD: Efficient DNA Pattern Matching Accelerator Using Hyperdimensional Computing.

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[DOI]

Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020

SCRIMP: A General Stochastic Computing Architecture using ReRAM in-Memory Processing.

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[DOI]

Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020

Prive-HD: Privacy-Preserved Hyperdimensional Computing.

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[DOI]

Behnam Khaleghi

Proceedings of the 57th ACM/IEEE Design Automation Conference, 2020

2019

Resistive CAM Acceleration for Tunable Approximate Computing.

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[DOI]

Abbas Rahimi

IEEE Trans. Emerg. Top. Comput., 2019

NVQuery: Efficient Query Processing in Nonvolatile Memory.

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[DOI]

Sahil Sharma

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019

NNPIM: A Processing In-Memory Architecture for Neural Network Acceleration.

[BibT_eX]

[DOI]

Harveen Kaur

IEEE Trans. Computers, 2019

Image Recognition Accelerator Design Using In-Memory Processing.

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[DOI]

IEEE Micro, 2019

Hardware-Software Co-design to Accelerate Neural Network Applications.

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[DOI]

ACM J. Emerg. Technol. Comput. Syst., 2019

Modified relay selection and circuit selection for faster Tor.

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[DOI]

Mehrdad Amirabadi

Alexander Sanchez de la Cerda

IET Commun., 2019

QubitHD: A Stochastic Acceleration Method for HD Computing-Based Machine Learning.

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[DOI]

Samuel Bosch

Giovanni De Micheli

CoRR, 2019

Adv-DWF: Defending Against Deep-Learning-Based Website Fingerprinting Attacks with Adversarial Traces.

[BibT_eX]

[DOI]

Mohammad Saidur Rahman

Nate Mathews

Aneesh Yogesh Joshi

CoRR, 2019

Digital-based processing in-memory: a highly-parallel accelerator for data intensive applications.

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[DOI]

Proceedings of the International Symposium on Memory Systems, 2019

CompHD: Efficient Hyperdimensional Computing Using Model Compression.

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[DOI]

Proceedings of the 2019 IEEE/ACM International Symposium on Low Power Electronics and Design, 2019

RAPID: A ReRAM Processing in-Memory Architecture for DNA Sequence Alignment.

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[DOI]

Proceedings of the 2019 IEEE/ACM International Symposium on Low Power Electronics and Design, 2019

FloatPIM: in-memory acceleration of deep neural network training with high precision.

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[DOI]

Proceedings of the 46th International Symposium on Computer Architecture, 2019

FPGA Energy Efficiency by Leveraging Thermal Margin.

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[DOI]

Proceedings of the 37th IEEE International Conference on Computer Design, 2019

Workload-Aware Opportunistic Energy Efficiency in Multi-FPGA Platforms.

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[DOI]

Proceedings of the International Conference on Computer-Aided Design, 2019

SemiHD: Semi-Supervised Learning Using Hyperdimensional Computing.

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[DOI]

Proceedings of the International Conference on Computer-Aided Design, 2019

UPIM: Unipolar Switching Logic for High Density Processing-in-Memory Applications.

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[DOI]

Proceedings of the 2019 on Great Lakes Symposium on VLSI, 2019

DigitalPIM: Digital-based Processing In-Memory for Big Data Acceleration.

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[DOI]

Proceedings of the 2019 on Great Lakes Symposium on VLSI, 2019

Exploring Processing In-Memory for Different Technologies.

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[DOI]

Proceedings of the 2019 on Great Lakes Symposium on VLSI, 2019

F5-HD: Fast Flexible FPGA-based Framework for Refreshing Hyperdimensional Computing.

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[DOI]

Proceedings of the 2019 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2019

SparseHD: Algorithm-Hardware Co-optimization for Efficient High-Dimensional Computing.

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[DOI]

Proceedings of the 27th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2019

A Binary Learning Framework for Hyperdimensional Computing.

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[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2019

HDCluster: An Accurate Clustering Using Brain-Inspired High-Dimensional Computing.

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[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2019

CADE: Configurable Approximate Divider for Energy Efficiency.

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[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2019

Thermal-Aware Design and Management for Search-based In-Memory Acceleration.

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[DOI]

Proceedings of the 56th Annual Design Automation Conference 2019, 2019

ARGA: Approximate Reuse for GPGPU Acceleration.

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[DOI]

Proceedings of the 56th Annual Design Automation Conference 2019, 2019

ApproxLP: Approximate Multiplication with Linearization and Iterative Error Control.

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[DOI]

Proceedings of the 56th Annual Design Automation Conference 2019, 2019

BRIC: Locality-based Encoding for Energy-Efficient Brain-Inspired Hyperdimensional Computing.

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[DOI]

Proceedings of the 56th Annual Design Automation Conference 2019, 2019

AdaptHD: Adaptive Efficient Training for Brain-Inspired Hyperdimensional Computing.

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[DOI]

Proceedings of the 2019 IEEE Biomedical Circuits and Systems Conference, 2019

GRAM: graph processing in a ReRAM-based computational memory.

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[DOI]

Proceedings of the 24th Asia and South Pacific Design Automation Conference, 2019

ALook: adaptive lookup for GPGPU acceleration.

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[DOI]

Proceedings of the 24th Asia and South Pacific Design Automation Conference, 2019

FACH: FPGA-based acceleration of hyperdimensional computing by reducing computational complexity.

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[DOI]

Proceedings of the 24th Asia and South Pacific Design Automation Conference, 2019

A Framework for Collaborative Learning in Secure High-Dimensional Space.

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[DOI]

Proceedings of the 12th IEEE International Conference on Cloud Computing, 2019

Approximate CPU and GPU Design Using Emerging Memory Technologies.

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[DOI]

Proceedings of the Approximate Circuits, Methodologies and CAD., 2019

2018

Multi-Stage Tunable Approximate Search in Resistive Associative Memory.

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[DOI]

Abbas Rahimi

Pietro Mercati

IEEE Trans. Multi Scale Comput. Syst., 2018

Approximate Computing Using Multiple-Access Single-Charge Associative Memory.

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[DOI]

IEEE Trans. Emerg. Top. Comput., 2018

Guard Sets in Tor using AS Relationships.

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[DOI]

Armon Barton

Proc. Priv. Enhancing Technol., 2018

Nvalt: Nonvolatile Approximate Lookup Table for GPU Acceleration.

[BibT_eX]

[DOI]

IEEE Embed. Syst. Lett., 2018

RAPIDNN: In-Memory Deep Neural Network Acceleration Framework.

[BibT_eX]

[DOI]

CoRR, 2018

Towards Predicting Efficient and Anonymous Tor Circuits.

[BibT_eX]

[DOI]

Proceedings of the 27th USENIX Security Symposium, 2018

LUPIS: Latch-up based ultra efficient processing in-memory system.

[BibT_eX]

[DOI]

Proceedings of the 19th International Symposium on Quality Electronic Design, 2018

Deep neural network acceleration framework under hardware uncertainty.

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[DOI]

Pushen Wang

Proceedings of the 19th International Symposium on Quality Electronic Design, 2018

Program acceleration using nearest distance associative search.

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[DOI]

Proceedings of the 19th International Symposium on Quality Electronic Design, 2018

GAS: A Heterogeneous Memory Architecture for Graph Processing.

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[DOI]

Proceedings of the International Symposium on Low Power Electronics and Design, 2018

RMAC: Runtime Configurable Floating Point Multiplier for Approximate Computing.

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[DOI]

Proceedings of the International Symposium on Low Power Electronics and Design, 2018

Efficient human activity recognition using hyperdimensional computing.

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[DOI]

Proceedings of the 8th International Conference on the Internet of Things, 2018

RNSnet: In-Memory Neural Network Acceleration Using Residue Number System.

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[DOI]

Proceedings of the 2018 IEEE International Conference on Rebooting Computing, 2018

FELIX: fast and energy-efficient logic in memory.

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[DOI]

Proceedings of the International Conference on Computer-Aided Design, 2018

GenPIM: Generalized processing in-memory to accelerate data intensive applications.

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[DOI]

Proceedings of the 2018 Design, Automation & Test in Europe Conference & Exhibition, 2018

Hierarchical hyperdimensional computing for energy efficient classification.

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[DOI]

Proceedings of the 55th Annual Design Automation Conference, 2018

Deep Fingerprinting: Undermining Website Fingerprinting Defenses with Deep Learning.

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[DOI]

Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security, 2018

Adversarial Traces for Website Fingerprinting Defense.

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[DOI]

Mohammad Saidur Rahman

Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security, 2018

HDNA: Energy-efficient DNA sequencing using hyperdimensional computing.

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[DOI]

Proceedings of the 2018 IEEE EMBS International Conference on Biomedical & Health Informatics, 2018

CANNA: Neural network acceleration using configurable approximation on GPGPU.

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[DOI]

Proceedings of the 23rd Asia and South Pacific Design Automation Conference, 2018

2017

Low-Power Sparse Hyperdimensional Encoder for Language Recognition.

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[DOI]

IEEE Des. Test, 2017

Forming Guard Sets using AS Relationships.

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[DOI]

Armon Barton

CoRR, 2017

The Evaluation of Circuit Selection Methods on Tor.

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[DOI]

Mehrdad Amirabadi

CoRR, 2017

Enabling efficient system design using vertical nanowire transistor current mode logic.

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[DOI]

Proceedings of the 2017 IFIP/IEEE International Conference on Very Large Scale Integration, 2017

CAP: Configurable resistive associative processor for near-data computing.

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[DOI]

Proceedings of the 18th International Symposium on Quality Electronic Design, 2017

Efficient query processing in crossbar memory.

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[DOI]

Proceedings of the 2017 IEEE/ACM International Symposium on Low Power Electronics and Design, 2017

VoiceHD: Hyperdimensional Computing for Efficient Speech Recognition.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Rebooting Computing, 2017

NNgine: Ultra-Efficient Nearest Neighbor Accelerator Based on In-Memory Computing.

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[DOI]

Proceedings of the IEEE International Conference on Rebooting Computing, 2017

ORCHARD: Visual object recognition accelerator based on approximate in-memory processing.

[BibT_eX]

[DOI]

Mohammad Samragh Razlighi

Proceedings of the 2017 IEEE/ACM International Conference on Computer-Aided Design, 2017

Exploring Hyperdimensional Associative Memory.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Symposium on High Performance Computer Architecture, 2017

LookNN: Neural network with no multiplication.

[BibT_eX]

[DOI]

Farinaz Koushanfar

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2017

Efficient neural network acceleration on GPGPU using content addressable memory.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2017

CFPU: Configurable Floating Point Multiplier for Energy-Efficient Computing.

[BibT_eX]

[DOI]

Proceedings of the 54th Annual Design Automation Conference, 2017

Ultra-Efficient Processing In-Memory for Data Intensive Applications.

[BibT_eX]

[DOI]

Proceedings of the 54th Annual Design Automation Conference, 2017

MPIM: Multi-purpose in-memory processing using configurable resistive memory.

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[DOI]

Proceedings of the 22nd Asia and South Pacific Design Automation Conference, 2017

2016

A low-power hybrid magnetic cache architecture exploiting narrow-width values.

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[DOI]

Proceedings of the 5th Non-Volatile Memory Systems and Applications Symposium, 2016

Processing Acceleration with Resistive Memory-based Computation.

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[DOI]

Yan Cheng

Proceedings of the Second International Symposium on Memory Systems, 2016

Low power data-aware STT-RAM based hybrid cache architecture.

[BibT_eX]

[DOI]

Proceedings of the 17th International Symposium on Quality Electronic Design, 2016

ReMAM: Low energy Resistive Multi-stage Associative Memory for energy efficient computing.

[BibT_eX]

[DOI]

Pietro Mercati

Proceedings of the 17th International Symposium on Quality Electronic Design, 2016

ACAM: Approximate Computing Based on Adaptive Associative Memory with Online Learning.

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[DOI]

Proceedings of the 2016 International Symposium on Low Power Electronics and Design, 2016

VarDroid: Online Variability Emulation in Android/Linux Platforms.

[BibT_eX]

[DOI]

Proceedings of the 26th edition on Great Lakes Symposium on VLSI, 2016

DCC: Double Capacity Cache Architecture for Narrow-Width Values.

[BibT_eX]

[DOI]

Proceedings of the 26th edition on Great Lakes Symposium on VLSI, 2016

Toward an Efficient Website Fingerprinting Defense.

[BibT_eX]

[DOI]

Proceedings of the Computer Security - ESORICS 2016, 2016

Resistive configurable associative memory for approximate computing.

[BibT_eX]

[DOI]

Abbas Rahimi

Proceedings of the 2016 Design, Automation & Test in Europe Conference & Exhibition, 2016

MASC: Ultra-low energy multiple-access single-charge TCAM for approximate computing.

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[DOI]

Proceedings of the 2016 Design, Automation & Test in Europe Conference & Exhibition, 2016

2015

WTF-PAD: Toward an Efficient Website Fingerprinting Defense for Tor.

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[DOI]

CoRR, 2015

Hierarchical design of robust and low data dependent FinFET based SRAM array.

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[DOI]

Proceedings of the 2015 IEEE/ACM International Symposium on Nanoscale Architectures, 2015

CAUSE: Critical Application Usage-Aware Memory System using Non-volatile Memory for Mobile Devices.

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[DOI]