Yeseong Kim

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

QHD: A brain-inspired hyperdimensional reinforcement learning algorithm.

[BibT_eX]

[DOI]

CoRR, 2022

DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression.

[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

DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression.

[BibT_eX]

[DOI]

Proceedings of the 20th USENIX Conference on File and Storage Technologies, 2022

DeepPM: Transformer-based Power and Performance Prediction for Energy-Aware Software.

[BibT_eX]

[DOI]

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

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

XCelHD: An Efficient GPU-Powered Hyperdimensional Computing with Parallelized Training.

[BibT_eX]

[DOI]

Proceedings of the 27th Asia and South Pacific Design Automation Conference, 2022

2021

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

[BibT_eX]

[DOI]

CoRR, 2021

Learned Performance Model for SSD.

[BibT_eX]

[DOI]

IEEE Comput. Archit. Lett., 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

Efficient Brain-Inspired Hyperdimensional Learning with Spatiotemporal Structured Data.

[BibT_eX]

[DOI]

Proceedings of the 29th International Symposium on Modeling, 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

Revisiting HyperDimensional Learning for FPGA and Low-Power Architectures.

[BibT_eX]

[DOI]

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

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

[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

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

[BibT_eX]

[DOI]

Alejandro Hernández-Cano

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

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

2020

Efficient Learning in Heterogeneous Internet of Things Ecosystems

[BibT_eX]

[DOI]

PhD thesis, 2020

SHEARer: Highly-Efficient Hyperdimensional Computing by Software-Hardware Enabled Multifold Approximation.

[BibT_eX]

[DOI]

CoRR, 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

SHEAR<i>er</i>: highly-efficient hyperdimensional computing by software-hardware enabled multifold approximation.

[BibT_eX]

[DOI]

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

[BibT_eX]

[DOI]

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

2019

Image Recognition Accelerator Design Using In-Memory Processing.

[BibT_eX]

[DOI]

Rishikanth Chandrasekaran

IEEE Micro, 2019

Efficient Sparse Processing in Smart Home Applications.

[BibT_eX]

[DOI]

Yunhui Guo

Anthony Thomas

Massimiliano Menarini

Michael H. Ostertag

Proceedings of the 1st Workshop on Machine Learning on Edge in Sensor Systems, 2019

MAPIM: Mat Parallelism for High Performance Processing in Non-volatile Memory Architecture.

[BibT_eX]

[DOI]

Proceedings of the 20th International Symposium on Quality Electronic Design, 2019

ROAD: Routability Analysis and Diagnosis Framework Based on SAT Techniques.

[BibT_eX]

[DOI]

Proceedings of the 2019 International Symposium on Physical Design, 2019

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

[BibT_eX]

[DOI]

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

Hierarchical and Distributed Machine Learning Inference Beyond the Edge.

[BibT_eX]

[DOI]

Proceedings of the 16th IEEE International Conference on Networking, Sensing and Control, 2019

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

Application Performance Prediction and Optimization Under Cache Allocation Technology.

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

2018

RAPIDNN: In-Memory Deep Neural Network Acceleration Framework.

[BibT_eX]

[DOI]

CoRR, 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

Efficient human activity recognition using hyperdimensional computing.

[BibT_eX]

[DOI]

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

2017

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Rebooting Computing, 2017

P<sup>4</sup>: Phase-based power/performance prediction of heterogeneous systems via neural networks.

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

Cross-platform machine learning characterization for task allocation in IoT ecosystems.

[BibT_eX]

[DOI]

Wanlin Cui

Proceedings of the IEEE 7th Annual Computing and Communication Workshop and Conference, 2017

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

[BibT_eX]

[DOI]

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

2016

A Personalized Network Activity-Aware Approach to Reducing Radio Energy Consumption of Smartphones.

[BibT_eX]

[DOI]

Boyeong Jeon

Jihong Kim

IEEE Trans. Mob. Comput., 2016

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

2015

Characterization of User's Behavior Variations for Design of Replayable Mobile Workloads.

[BibT_eX]

[DOI]

Proceedings of the Mobile Computing, Applications, and Services, 2015

Smartphone Analysis and Optimization based on User Activity Recognition.

[BibT_eX]

[DOI]

Francesco Paterna

Sameer Tilak

Proceedings of the IEEE/ACM International Conference on Computer-Aided Design, 2015

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

[BibT_eX]

[DOI]

Shruti Patil

Proceedings of the IEEE/ACM International Conference on Computer-Aided Design, 2015

2014

Personalized optimization for android smartphones.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., 2014

2012

Personalized Diapause: Reducing Radio Energy Consumption of Smartphones by Network-Context Aware Dormancy Predictions.

[BibT_eX]

[DOI]