Cover Image

FERMI-ML: A Flexible and Resource-Efficient Memory-In-Situ SRAM Macro for TinyML acceleration

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lokhande, Mukul, Sankhe, Akash, Chand, S. V. Jaya, Vishvakarma, Santosh Kumar
Format:	Preprint
Published:	2025
Subjects:	Hardware Architecture Emerging Technologies Machine Learning Image and Video Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Res-DPU: Resource-shared Digital Processing-in-memory Unit for Edge-AI Workloads
by: Lokhande, Mukul, et al.
Published: (2025)

Flex-PE: Flexible and SIMD Multi-Precision Processing Element for AI Workloads
by: Lokhande, Mukul, et al.
Published: (2024)

POLARON: Precision-aware On-device Learning and Adaptive Runtime-cONfigurable AI acceleration
by: Lokhande, Mukul, et al.
Published: (2025)

Retrospective: A CORDIC Based Configurable Activation Function for NN Applications
by: Kokane, Omkar, et al.
Published: (2025)

E-ReCON: An Energy- and Resource-Efficient Precision-Configurable Sparse nvCIM Macro for Conventional and Spiking Neural Edge Inference
by: Tenwar, Ankit Kumar, et al.
Published: (2026)

CARMEN: CORDIC-Accelerated Resource-Efficient Multi-Precision Inference Engine for Deep Learning
by: Kumar, Sonu, et al.
Published: (2026)

L-SPINE: A Low-Precision SIMD Spiking Neural Compute Engine for Resource-efficient Edge Inference
by: Kumar, Sonu, et al.
Published: (2026)

QForce-RL: Quantized FPGA-Optimized Reinforcement Learning Compute Engine
by: Jha, Anushka, et al.
Published: (2025)

SPADE: A SIMD Posit-enabled compute engine for Accelerating DNN Efficiency
by: Kumar, Sonu, et al.
Published: (2026)

CORDIC Is All You Need
by: Kokane, Omkar, et al.
Published: (2025)

TREA: Low-precision Time-Multiplexed, Resource-Efficient Edge Accelerator for Object Detection and Classification
by: Sharma, Vijay Pratap, et al.
Published: (2026)

CORVET: A CORDIC-Powered, Resource-Frugal Mixed-Precision Vector Processing Engine for High-Throughput AIoT applications
by: Kumar, Sonu, et al.
Published: (2026)

HYDRA: Hybrid Data Multiplexing and Run-time Layer Configurable DNN Accelerator
by: Kumar, Sonu, et al.
Published: (2024)

Maximizing Memory-Level Parallelism via Integrated Stochastic Logic-in-Memory Architectures
by: Razi, Farzad, et al.
Published: (2026)

XR-NPE: High-Throughput Mixed-precision SIMD Neural Processing Engine for Extended Reality Perception Workloads
by: Chaudhari, Tejas, et al.
Published: (2025)

EULER-ADAS: Energy-Efficient & SIMD-Unified Logarithmic-Posit Engine for Precision-Reconfigurable Approximate ADAS Acceleration
by: Lokhande, Mukul, et al.
Published: (2026)

Temperature-Resilient Analog Neuromorphic Chip in Single-Polysilicon CMOS Technology
by: Rizzo, Tommaso, et al.
Published: (2024)

Toward High Performance, Programmable Extreme-Edge Intelligence for Neuromorphic Vision Sensors utilizing Magnetic Domain Wall Motion-based MTJ
by: Kaiser, Md Abdullah-Al, et al.
Published: (2024)

Energy-Efficient and Fast Memristor-based Serial Multipliers Applicable in Image Processing
by: Fatemieh, Seyed Erfan, et al.
Published: (2024)

PICO-RAM: A PVT-Insensitive Analog Compute-In-Memory SRAM Macro with In-Situ Multi-Bit Charge Computing and 6T Thin-Cell-Compatible Layout
by: Chen, Zhiyu, et al.
Published: (2024)

RAMAN: Resource-efficient ApproxiMate Posit Processing for Algorithm-Hardware Co-desigN
by: Khan, Mohd Faisal, et al.
Published: (2025)

Layer Ensemble Averaging for Improving Memristor-Based Artificial Neural Network Performance
by: Yousuf, Osama, et al.
Published: (2024)

DHFP-PE: Dual-Precision Hybrid Floating Point Processing Element for AI Acceleration
by: Kumar, Shubham, et al.
Published: (2026)

An Efficient Architecture and High-Throughput Implementation of CCSDS-123.0-B-2 Hybrid Entropy Coder Targeting Space-Grade SRAM FPGA Technology
by: Chatziantoniou, Panagiotis, et al.
Published: (2022)

A Novel 8T SRAM-Based In-Memory Computing Architecture for MAC-Derived Logical Functions
by: M, Amogh K, et al.
Published: (2025)

ReLANCE: A Resource-Efficient Low-Latency Cortical Neural Acceleration Engine
by: Kumar, Sonu, et al.
Published: (2025)

SRAM Based Digital Custom Compute Engine for Improved Area Efficiency of AI Hardware
by: Dhakad, Narendra Singh, et al.
Published: (2026)

NVM-in-Cache: Repurposing Commodity 6T SRAM Cache into NVM Analog Processing-in-Memory Engine using a Novel Compute-on-Powerline Scheme
by: Chakraborty, Subhradip, et al.
Published: (2025)

Pack my weights and run! Minimizing overheads for in-memory computing accelerators
by: Houshmand, Pouya, et al.
Published: (2024)

Bio-RV: Low-Power Resource-Efficient RISC-V Processor for Biomedical Applications
by: Sharma, Vijay Pratap, et al.
Published: (2026)

A Novel Low-Power Cache Architecture Based on 6-Transistor SRAM Cells
by: Dizabadi, Naser Khatti, et al.
Published: (2026)

Technology-Circuit-Algorithm Tri-Design for Processing-in-Pixel-in-Memory (P2M)
by: Kaiser, Md Abdullah-Al, et al.
Published: (2023)

Sub-Millisecond Event-Based Eye Tracking on a Resource-Constrained Microcontroller
by: Giordano, Marco, et al.
Published: (2025)

Co-Design of CNN Accelerators for TinyML using Approximate Matrix Decomposition
by: Morales, José Juan Hernández, et al.
Published: (2026)

Sequential Printed MLP Circuits for Super TinyML Multi-Sensory Applications
by: Saglam, Gurol, et al.
Published: (2024)

A Reconfigurable Time-Domain In-Memory Computing Macro using FeFET-Based CAM with Multilevel Delay Calibration in 28 nm CMOS
by: Mattar, Jeries, et al.
Published: (2025)

Energy-efficient SNN Architecture using 3nm FinFET Multiport SRAM-based CIM with Online Learning
by: Huijbregts, Lucas, et al.
Published: (2024)

HOAA: Hybrid Overestimating Approximate Adder for Enhanced Performance Processing Engine
by: Kokane, Omkar, et al.
Published: (2024)

ADS-IMC: Accelerating Data Sorting with In-Memory Computation
by: Dhakad, Narendra Singh, et al.
Published: (2026)

Configurable Multi-Port Memory Architecture for High-Speed Data Communication
by: Dhakad, Narendra Singh, et al.
Published: (2024)