Efficient Nonlinear Function Approximation in Analog Resistive Crossbars for Recurrent Neural Networks
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Junyi, Mao, Ruibin, Jiang, Mingrui, Cheng, Yichuan, Sun, Pao-Sheng Vincent, Dong, Shuai, Pedretti, Giacomo, Sheng, Xia, Ignowski, Jim, Li, Haoliang, Li, Can, Basu, Arindam |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Fault-Free Analog Computing with Imperfect Hardware
by: Xu, Zhicheng, et al.
Published: (2025)
by: Xu, Zhicheng, et al.
Published: (2025)
CADC: Crossbar-Aware Dendritic Convolution for Efficient In-memory Computing
by: Dong, Shuai, et al.
Published: (2025)
by: Dong, Shuai, et al.
Published: (2025)
NL-DPE: An Analog In-memory Non-Linear Dot Product Engine for Efficient CNN and LLM Inference
by: Zhao, Lei, et al.
Published: (2025)
by: Zhao, Lei, et al.
Published: (2025)
RACE-IT: A Reconfigurable Analog Computing Engine for In-Memory Transformer Acceleration
by: Zhao, Lei, et al.
Published: (2023)
by: Zhao, Lei, et al.
Published: (2023)
In-Memory ADC-Based Nonlinear Activation Quantization for Efficient In-Memory Computing
by: Dong, Shuai, et al.
Published: (2026)
by: Dong, Shuai, et al.
Published: (2026)
A 33.6-136.2 TOPS/W Nonlinear Analog Computing-In-Memory Macro for Multi-bit LSTM Accelerator in 65 nm CMOS
by: Yang, Junyi, et al.
Published: (2025)
by: Yang, Junyi, et al.
Published: (2025)
A Reconfigurable Computing In-Memory Macro with Charge-sharing-based Weighted Accumulator
by: Yang, Junyi, et al.
Published: (2026)
by: Yang, Junyi, et al.
Published: (2026)
Near-Memory Architecture for Threshold-Ordinal Surface-Based Corner Detection of Event Cameras
by: Shang, Hongyang, et al.
Published: (2025)
by: Shang, Hongyang, et al.
Published: (2025)
3D Stack In-Sensor-Computing (3DS-ISC): Accelerating Time-Surface Construction for Neuromorphic Event Cameras
by: Shang, Hongyang, et al.
Published: (2025)
by: Shang, Hongyang, et al.
Published: (2025)
Computing High-Degree Polynomial Gradients in Memory
by: Bhattacharya, T., et al.
Published: (2024)
by: Bhattacharya, T., et al.
Published: (2024)
Topkima-Former: Low-energy, Low-Latency Inference for Transformers using top-k In-memory ADC
by: Dong, Shuai, et al.
Published: (2024)
by: Dong, Shuai, et al.
Published: (2024)
SRAM-Based Compute-in-Memory Accelerator for Linear-decay Spiking Neural Networks
by: Shang, Hongyang, et al.
Published: (2026)
by: Shang, Hongyang, et al.
Published: (2026)
STAR: An Efficient Softmax Engine for Attention Model with RRAM Crossbar
by: Zhai, Yifeng, et al.
Published: (2024)
by: Zhai, Yifeng, et al.
Published: (2024)
Kernel Approximation using Analog In-Memory Computing
by: Büchel, Julian, et al.
Published: (2024)
by: Büchel, Julian, et al.
Published: (2024)
Accelerating Hybrid XOR$-$CNF Boolean Satisfiability Problems Natively with In-Memory Computing
by: Im, Haesol, et al.
Published: (2025)
by: Im, Haesol, et al.
Published: (2025)
ReCross: Efficient Embedding Reduction Scheme for In-Memory Computing using ReRAM-Based Crossbar
by: Lai, Yu-Hong, et al.
Published: (2025)
by: Lai, Yu-Hong, et al.
Published: (2025)
AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies
by: Gao, Jian, et al.
Published: (2025)
by: Gao, Jian, et al.
Published: (2025)
WAGONN: Weight Bit Agglomeration in Crossbar Arrays for Reduced Impact of Interconnect Resistance on DNN Inference Accuracy
by: Victor, Jeffry, et al.
Published: (2024)
by: Victor, Jeffry, et al.
Published: (2024)
A Multicast-Capable AXI Crossbar for Many-core Machine Learning Accelerators
by: Colagrande, Luca, et al.
Published: (2025)
by: Colagrande, Luca, et al.
Published: (2025)
Assessing the Performance of Stateful Logic in 1-Selector-1-RRAM Crossbar Arrays
by: Tyagi, Arjun, et al.
Published: (2024)
by: Tyagi, Arjun, et al.
Published: (2024)
AnalogGym: An Open and Practical Testing Suite for Analog Circuit Synthesis
by: Li, Jintao, et al.
Published: (2024)
by: Li, Jintao, et al.
Published: (2024)
MDM: Manhattan Distance Mapping of DNN Weights for Parasitic-Resistance-Resilient Memristive Crossbars
by: Farias, Matheus, et al.
Published: (2025)
by: Farias, Matheus, et al.
Published: (2025)
Overmind NSA: A Unified Neuro-Symbolic Computing Architecture with Approximate Nonlinear Activations and Preemptive Memory Bypass
by: Wang, Weilun, et al.
Published: (2026)
by: Wang, Weilun, et al.
Published: (2026)
OpenACM: An Open-Source SRAM-Based Approximate CiM Compiler
by: Zhou, Yiqi, et al.
Published: (2026)
by: Zhou, Yiqi, et al.
Published: (2026)
Weight Transformations in Bit-Sliced Crossbar Arrays for Fault Tolerant Computing-in-Memory: Design Techniques and Evaluation Framework
by: Malhotra, Akul, et al.
Published: (2025)
by: Malhotra, Akul, et al.
Published: (2025)
Hardware-Software Co-Design of Scalable, Energy-Efficient Analog Recurrent Computations
by: Fyon, Arthur, et al.
Published: (2026)
by: Fyon, Arthur, et al.
Published: (2026)
Function Approximation Using Analog Building Blocks in Flexible Electronics
by: Duarte, Paula Carolina Lozano, et al.
Published: (2025)
by: Duarte, Paula Carolina Lozano, et al.
Published: (2025)
Online Soft Error Tolerance in ReRAM Crossbars for Deep Learning Accelerators
by: Khezeli, Benyamin, et al.
Published: (2024)
by: Khezeli, Benyamin, et al.
Published: (2024)
LogicSparse: Enabling Engine-Free Unstructured Sparsity for Quantised Deep-learning Accelerators
by: Li, Changhong, et al.
Published: (2025)
by: Li, Changhong, et al.
Published: (2025)
Graph Neural Networks Based Analog Circuit Link Prediction
by: Pan, Guanyuan, et al.
Published: (2025)
by: Pan, Guanyuan, et al.
Published: (2025)
Current Opinions on Memristor-Accelerated Machine Learning Hardware
by: Jiang, Mingrui, et al.
Published: (2025)
by: Jiang, Mingrui, et al.
Published: (2025)
Low-power Spike-based Wearable Analytics on RRAM Crossbars
by: Bhattacharjee, Abhiroop, et al.
Published: (2025)
by: Bhattacharjee, Abhiroop, et al.
Published: (2025)
Profile-Guided Temporal Prefetching
by: Li, Mengming, et al.
Published: (2025)
by: Li, Mengming, et al.
Published: (2025)
CD-PIM: A High-Bandwidth and Compute-Efficient LPDDR5-Based PIM for Low-Batch LLM Acceleration on Edge-Device
by: Lin, Ye, et al.
Published: (2026)
by: Lin, Ye, et al.
Published: (2026)
ALIGN: A System for Automating Analog Layout
by: Dhar, Tonmoy, et al.
Published: (2020)
by: Dhar, Tonmoy, et al.
Published: (2020)
An Architectural Error Metric for CNN-Oriented Approximate Multipliers
by: Liu, Ao, et al.
Published: (2024)
by: Liu, Ao, et al.
Published: (2024)
FlexCross: High-Speed and Flexible Packet Processing via a Crosspoint-Queued Crossbar
by: Zyla, Klajd, et al.
Published: (2024)
by: Zyla, Klajd, et al.
Published: (2024)
AnalogMaster: Large Language Model-based Automated Analog IC Design Framework from Image to Layout
by: Qin, Xian Rong, et al.
Published: (2026)
by: Qin, Xian Rong, et al.
Published: (2026)
Democratization of Real-time Multi-Spectral Photoacoustic Imaging: Open-Sourced System Architecture for OPOTEK Phocus & Verasonics Vantage Combination
by: Murakami, Ryo, et al.
Published: (2026)
by: Murakami, Ryo, et al.
Published: (2026)
AnalogSeeker: An Open-source Foundation Language Model for Analog Circuit Design
by: Chen, Zihao, et al.
Published: (2025)
by: Chen, Zihao, et al.
Published: (2025)
Similar Items
-
Fault-Free Analog Computing with Imperfect Hardware
by: Xu, Zhicheng, et al.
Published: (2025) -
CADC: Crossbar-Aware Dendritic Convolution for Efficient In-memory Computing
by: Dong, Shuai, et al.
Published: (2025) -
NL-DPE: An Analog In-memory Non-Linear Dot Product Engine for Efficient CNN and LLM Inference
by: Zhao, Lei, et al.
Published: (2025) -
RACE-IT: A Reconfigurable Analog Computing Engine for In-Memory Transformer Acceleration
by: Zhao, Lei, et al.
Published: (2023) -
In-Memory ADC-Based Nonlinear Activation Quantization for Efficient In-Memory Computing
by: Dong, Shuai, et al.
Published: (2026)