Aquabolt-XL: Samsung HBM2-PIM with in-memory processing for ML accelerators and beyond
conference
August 2021
Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function
conference
May 2020
Enabling Spike-Based Backpropagation for Training Deep Neural Network Architectures
journal
February 2020
Resistive Crossbars as Approximate Hardware Building Blocks for Machine Learning: Opportunities and Challenges
journal
December 2020
NVM neuromorphic core with 64k-cell (256-by-256) phase change memory synaptic array with on-chip neuron circuits for continuous in-situ learning
conference
December 2015
Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays
journal
August 2019
Hybrid memory cube new DRAM architecture increases density and performance
conference
June 2012
Reduction and IR-drop compensations techniques for reliable neuromorphic computing systems
conference
November 2014
PRIME: a novel processing-in-memory architecture for neural network computation in ReRAM-based main memory
journal
October 2016
Towards ADC-Less Compute-In-Memory Accelerators for Energy Efficient Deep Learning
conference
March 2022
SpiNNaker: A 1-W 18-Core System-on-Chip for Massively-Parallel Neural Network Simulation
journal
August 2013
TraNNsformer: Neural network transformation for memristive crossbar based neuromorphic system design
conference
November 2017
Deep Residual Learning for Image Recognition
conference
June 2016
Neural Cache: Bit-Serial In-Cache Acceleration of Deep Neural Networks
conference
June 2018
Volta: Performance and Programmability
journal
March 2018
A Twin-8T SRAM Computation-in-Memory Unit-Macro for Multibit CNN-Based AI Edge Processors
journal
January 2020
Spin-Transfer Torque Memories: Devices, Circuits, and Systems
journal
July 2016
ImageNet classification with deep convolutional neural networks
journal
May 2017
Input-Splitting of Large Neural Networks for Power-Efficient Accelerator with Resistive Crossbar Memory Array
conference
July 2018
RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network
conference
June 2020
15.5 A 28nm 64Kb 6T SRAM Computing-in-Memory Macro with 8b MAC Operation for AI Edge Chips
conference
February 2020
TensorDIMM
conference
October 2019
DRISA: a DRAM-based Reconfigurable In-Situ Accelerator
conference
January 2017
Design Tools for Resistive Crossbar based Machine Learning Accelerators
conference
June 2021
Phase Change Memory
journal
December 2010
CxDNN: Hardware-software Compensation Methods for Deep Neural Networks on Resistive Crossbar Systems
journal
January 2020
RecNMP: Accelerating Personalized Recommendation with Near-Memory Processing
conference
May 2020
ELP2IM: Efficient and Low Power Bitwise Operation Processing in DRAM
conference
February 2020
Deep In-Memory Architectures in SRAM: An Analog Approach to Approximate Computing
journal
December 2020
SOT-MRAM Based Analog in-Memory Computing for DNN Inference
conference
June 2020
In-memory computing with ferroelectrics
journal
May 2020
Mapping Binary ResNets on Computing-In-Memory Hardware with Low-bit ADCs
conference
February 2021
PipeLayer: A Pipelined ReRAM-Based Accelerator for Deep Learning
Song, Linghao; Qian, Xuehai; Li, Hai
2017 IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2017 IEEE International Symposium on High Performance Computer Architecture (HPCA)
https://doi.org/10.1109/HPCA.2017.55
conference
February 2017
ISAAC: a convolutional neural network accelerator with in-situ analog arithmetic in crossbars
journal
June 2016
Q-PIM: A Genetic Algorithm based Flexible DNN Quantization Method and Application to Processing-In-Memory Platform
conference
July 2020
Enabling Robust SOT-MTJ Crossbars for Machine Learning using Sparsity-Aware Device-Circuit Co-design
conference
July 2021
IMPULSE: A 65-nm Digital Compute-in-Memory Macro With Fused Weights and Membrane Potential for Spike-Based Sequential Learning Tasks
journal
January 2021
A review of emerging non-volatile memory (NVM) technologies and applications
journal
November 2016
SPARE: Spiking Neural Network Acceleration Using ROM-Embedded RAMs as In-Memory-Computation Primitives
journal
August 2019
14.3 A 65nm Computing-in-Memory-Based CNN Processor with 2.9-to-35.8TOPS/W System Energy Efficiency Using Dynamic-Sparsity Performance-Scaling Architecture and Energy-Efficient Inter/Intra-Macro Data Reuse
conference
February 2020
PIM-DRAM: Accelerating Machine Learning Workloads Using Processing in Commodity DRAM
journal
December 2021
In-Memory Low-Cost Bit-Serial Addition Using Commodity DRAM Technology
journal
January 2020
Fundamental limits on the precision of in-memory architectures
conference
November 2020
Softermax: Hardware/Software Co-Design of an Efficient Softmax for Transformers
conference
December 2021
A Programmable Heterogeneous Microprocessor Based on Bit-Scalable In-Memory Computing
journal
September 2020
Fast-classifying, high-accuracy spiking deep networks through weight and threshold balancing
conference
July 2015
NeuroSim: A Circuit-Level Macro Model for Benchmarking Neuro-Inspired Architectures in Online Learning
journal
December 2018
R-MRAM: A ROM-Embedded STT MRAM Cache
journal
October 2013
Design-Technology Co-Optimizations (DTCO) for General-Purpose Computing In-Memory Based on 55nm NOR Flash Technology
conference
December 2021
Ferroelectric FET analog synapse for acceleration of deep neural network training
conference
December 2017
In-Memory Computing: Advances and Prospects
journal
January 2019
Technology Aware Training in Memristive Neuromorphic Systems for Nonideal Synaptic Crossbars
journal
October 2018
U-Net: Convolutional Networks for Biomedical Image Segmentation
Ronneberger, Olaf; Fischer, Philipp; Brox, Thomas
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015: 18th International Conference, Munich, Germany, October 5-9, 2015, Proceedings, Part III
https://doi.org/10.1007/978-3-319-24574-4_28
book
November 2015
Analogue signal and image processing with large memristor crossbars
journal
December 2017
High-Performance Mixed-Signal Neurocomputing With Nanoscale Floating-Gate Memory Cell Arrays
journal
October 2018
Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning
journal
June 2022
Basic principles of STT-MRAM cell operation in memory arrays
journal
February 2013
8T SRAM Cell as a Multibit Dot-Product Engine for Beyond Von Neumann Computing
journal
November 2019
Assessing merged DRAM/Logic technology
journal
July 1999
Trends in Analog and Digital Intensive Compute-in-SRAM Designs
conference
June 2021
S-FLASH: A NAND Flash-based Deep Neural Network Accelerator Exploiting Bit-level Sparsity
journal
January 2021
PUMA: A Programmable Ultra-efficient Memristor-based Accelerator for Machine Learning Inference
Ankit, Aayush; Hajj, Izzat El; Chalamalasetti, Sai Rahul
ASPLOS '19: Architectural Support for Programming Languages and Operating Systems, Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems
https://doi.org/10.1145/3297858.3304049
conference
April 2019
Accurate deep neural network inference using computational phase-change memory
journal
May 2020
In-Datacenter Performance Analysis of a Tensor Processing Unit
conference
January 2017
SIMDRAM: a framework for bit-serial SIMD processing using DRAM
Hajinazar, Nastaran; Oliveira, Geraldo F.; Gregorio, Sven
Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems
https://doi.org/10.1145/3445814.3446749
conference
April 2021
NVIDIA A100 GPU: Performance & Innovation for GPU Computing
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August 2020
CIM-SECDED: A 40nm 64Kb Compute In-Memory RRAM Macro with ECC Enabling Reliable Operation
conference
November 2021
GENIEx: A Generalized Approach to Emulating Non-Ideality in Memristive Xbars using Neural Networks
conference
July 2020
RRAM for Compute-in-Memory: From Inference to Training
journal
July 2021
BLADE: An in-Cache Computing Architecture for Edge Devices
journal
September 2020
You Only Look Once: Unified, Real-Time Object Detection
conference
June 2016
Neurocube: A Programmable Digital Neuromorphic Architecture with High-Density 3D Memory
conference
June 2016
Newton: A DRAM-maker’s Accelerator-in-Memory (AiM) Architecture for Machine Learning
conference
October 2020
ReTransformer
conference
November 2020
Bi-Real Net: Enhancing the Performance of 1-Bit CNNs with Improved Representational Capability and Advanced Training Algorithm
book
January 2018
DrAcc: a DRAM based Accelerator for Accurate CNN Inference
conference
June 2018
An Embedded nand Flash-Based Compute-In-Memory Array Demonstrated in a Standard Logic Process
journal
February 2022
Metal–Oxide RRAM
journal
June 2012
RecSSD: near data processing for solid state drive based recommendation inference
Wilkening, Mark; Gupta, Udit; Hsia, Samuel
Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems
https://doi.org/10.1145/3445814.3446763
conference
April 2021
Algorithm/Hardware Co-Design for In-Memory Neural Network Computing with Minimal Peripheral Circuit Overhead
conference
July 2020
X-SRAM: Enabling In-Memory Boolean Computations in CMOS Static Random Access Memories
journal
December 2018
PANTHER: A Programmable Architecture for Neural Network Training Harnessing Energy-Efficient ReRAM
journal
August 2020
Tutorial: Brain-inspired computing using phase-change memory devices
journal
September 2018
Eyeriss: A Spatial Architecture for Energy-Efficient Dataflow for Convolutional Neural Networks
conference
June 2016
A 35.5-127.2 TOPS/W Dynamic Sparsity-Aware Reconfigurable-Precision Compute-in-Memory SRAM Macro for Machine Learning
journal
January 2021
Area Efficient ROM-Embedded SRAM Cache
journal
September 2013
A Relaxed Quantization Training Method for Hardware Limitations of Resistive Random Access Memory (ReRAM)-Based Computing-in-Memory
journal
June 2020
Tetris
journal
April 2017