Late Breaking Result: FPGA-Based Emulation and Fault Injection for CNN Inference Accelerators
Fuente:
arXiv
Saved in:
| Main Authors: | Masar, Filip, Mrazek, Vojtech, Sekanina, Lukas |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ObfAx: Obfuscation and IP Piracy Detection in Approximate Circuits
by: Sekanina, Lukas, et al.
Published: (2026)
by: Sekanina, Lukas, et al.
Published: (2026)
TRAPTI: Time-Resolved Analysis for SRAM Banking and Power Gating Optimization in Embedded Transformer Inference
by: Klhufek, Jan, et al.
Published: (2026)
by: Klhufek, Jan, et al.
Published: (2026)
Exploring Quantization and Mapping Synergy in Hardware-Aware Deep Neural Network Accelerators
by: Klhufek, Jan, et al.
Published: (2024)
by: Klhufek, Jan, et al.
Published: (2024)
Late Breaking Results: CHESSY: Coupled Hybrid Emulation with SystemC-FPGA Synchronization
by: Ruotolo, Lorenzo, et al.
Published: (2026)
by: Ruotolo, Lorenzo, et al.
Published: (2026)
AxMED: Formal Analysis and Automated Design of Approximate Median Filters using BDDs
by: Mrazek, Vojtech, et al.
Published: (2025)
by: Mrazek, Vojtech, et al.
Published: (2025)
ApproxGNN: A Pretrained GNN for Parameter Prediction in Design Space Exploration for Approximate Computing
by: Vlcek, Ondrej, et al.
Published: (2025)
by: Vlcek, Ondrej, et al.
Published: (2025)
Designing Approximate Arithmetic Circuits with Combined Error Constraints
by: Češka, Milan, et al.
Published: (2022)
by: Češka, Milan, et al.
Published: (2022)
Late Breaking Results: Leveraging Approximate Computing for Carbon-Aware DNN Accelerators
by: Panteleaki, Aikaterini Maria, et al.
Published: (2025)
by: Panteleaki, Aikaterini Maria, et al.
Published: (2025)
ZynqParrot: A Scale-Down Approach to Cycle-Accurate, FPGA-Accelerated Co-Emulation
by: Ruelas-Petrisko, Daniel, et al.
Published: (2025)
by: Ruelas-Petrisko, Daniel, et al.
Published: (2025)
FPGA-based Hyrbid Memory Emulation System
by: Wen, Fei, et al.
Published: (2020)
by: Wen, Fei, et al.
Published: (2020)
EMiX: Emulating Beyond Single-FPGA Limits
by: Kropotov, Alexander, et al.
Published: (2026)
by: Kropotov, Alexander, et al.
Published: (2026)
SpecMamba: Accelerating Mamba Inference on FPGA with Speculative Decoding
by: Zhong, Linfeng, et al.
Published: (2025)
by: Zhong, Linfeng, et al.
Published: (2025)
An FPGA Compiler for On-the-Fly Adaptive CNN Deployment and Reconfiguration
by: Mazouz, Alaa, et al.
Published: (2025)
by: Mazouz, Alaa, et al.
Published: (2025)
A Novel FPGA-based CNN Hardware Accelerator: Optimization for Convolutional Layers using Karatsuba Ofman Multiplier
by: Sarkar, Amit
Published: (2024)
by: Sarkar, Amit
Published: (2024)
SpeedLLM: An FPGA Co-design of Large Language Model Inference Accelerator
by: Wang, Peipei, et al.
Published: (2025)
by: Wang, Peipei, et al.
Published: (2025)
FERIVer: An FPGA-assisted Emulated Framework for RTL Verification of RISC-V Processors
by: Qin, Kun, et al.
Published: (2025)
by: Qin, Kun, et al.
Published: (2025)
Late Breaking Results: A RISC-V ISA Extension for Chaining in Scalar Processors
by: Colagrande, Luca, et al.
Published: (2025)
by: Colagrande, Luca, et al.
Published: (2025)
FPGA-based Emulation and Device-Side Management for CXL-based Memory Tiering Systems
by: Chen, Yiqi, et al.
Published: (2025)
by: Chen, Yiqi, et al.
Published: (2025)
FASE: FPGA-Assisted Syscall Emulation for Rapid End-to-End Processor Performance Validation
by: Meng, Chengzhen, et al.
Published: (2025)
by: Meng, Chengzhen, et al.
Published: (2025)
Holistic Optimization Framework for FPGA Accelerators
by: Pouget, Stéphane, et al.
Published: (2025)
by: Pouget, Stéphane, et al.
Published: (2025)
SuperUROP: An FPGA-Based Spatial Accelerator for Sparse Matrix Operations
by: Parthasarathy, Rishab
Published: (2025)
by: Parthasarathy, Rishab
Published: (2025)
Evolutionary Approximation of Ternary Neurons for On-sensor Printed Neural Networks
by: Mrazek, Vojtech, et al.
Published: (2024)
by: Mrazek, Vojtech, et al.
Published: (2024)
Late Breaking Results: Boosting Efficient Dual-Issue Execution on Lightweight RISC-V Cores
by: Colagrande, Luca, et al.
Published: (2026)
by: Colagrande, Luca, et al.
Published: (2026)
Makinote: An FPGA-Based HW/SW Platform for Pre-Silicon Emulation of RISC-V Designs
by: Perdomo, Elias, et al.
Published: (2024)
by: Perdomo, Elias, et al.
Published: (2024)
Bombyx: OpenCilk Compilation for FPGA Hardware Acceleration
by: Shahawy, Mohamed, et al.
Published: (2025)
by: Shahawy, Mohamed, et al.
Published: (2025)
Implementation and Analysis of Thermometer Encoding in DWN FPGA Accelerators
by: Mecik, Michael, et al.
Published: (2025)
by: Mecik, Michael, et al.
Published: (2025)
Continuous-Flow Data-Rate-Aware CNN Inference on FPGA
by: Habermann, Tobias, et al.
Published: (2026)
by: Habermann, Tobias, et al.
Published: (2026)
A Reconfigurable Framework for AI-FPGA Agent Integration and Acceleration
by: Yunusoglu, Aybars, et al.
Published: (2026)
by: Yunusoglu, Aybars, et al.
Published: (2026)
Nail: Not Another Fault-Injection Framework for Chisel-generated RTL
by: Sehm, Robin, et al.
Published: (2025)
by: Sehm, Robin, et al.
Published: (2025)
InstantFT: An FPGA-Based Runtime Subsecond Fine-tuning of CNN Models
by: Sugiura, Keisuke, et al.
Published: (2025)
by: Sugiura, Keisuke, et al.
Published: (2025)
DSLR-CNN: Efficient CNN Acceleration using Digit-Serial Left-to-Right Arithmetic
by: Nisar, Malik Zohaib, et al.
Published: (2025)
by: Nisar, Malik Zohaib, et al.
Published: (2025)
PIMSYN: Synthesizing Processing-in-memory CNN Accelerators
by: Li, Wanqian, et al.
Published: (2024)
by: Li, Wanqian, et al.
Published: (2024)
TerEffic: Highly Efficient Ternary LLM Inference on FPGA
by: Yin, Chenyang, et al.
Published: (2025)
by: Yin, Chenyang, et al.
Published: (2025)
ControlPULP: A RISC-V On-Chip Parallel Power Controller for Many-Core HPC Processors with FPGA-Based Hardware-In-The-Loop Power and Thermal Emulation
by: Ottaviano, Alessandro, et al.
Published: (2023)
by: Ottaviano, Alessandro, et al.
Published: (2023)
TurboFuzz: FPGA Accelerated Hardware Fuzzing for Processor Agile Verification
by: Zhong, Yang, et al.
Published: (2025)
by: Zhong, Yang, et al.
Published: (2025)
An Irredundant and Compressed Data Layout to Optimize Bandwidth Utilization of FPGA Accelerators
by: Ferry, Corentin, et al.
Published: (2024)
by: Ferry, Corentin, et al.
Published: (2024)
A High-Throughput FPGA Accelerator for Lightweight CNNs With Balanced Dataflow
by: Zhao, Zhiyuan, et al.
Published: (2024)
by: Zhao, Zhiyuan, et al.
Published: (2024)
Embedded FPGA Acceleration of Brain-Like Neural Networks: Online Learning to Scalable Inference
by: Hafiz, Muhammad Ihsan Al, et al.
Published: (2025)
by: Hafiz, Muhammad Ihsan Al, et al.
Published: (2025)
Hummingbird: A Smaller and Faster Large Language Model Accelerator on Embedded FPGA
by: Li, Jindong, et al.
Published: (2025)
by: Li, Jindong, et al.
Published: (2025)
Facial Expression Recognition System Using DNN Accelerator with Multi-threading on FPGA
by: Ando, Takuto, et al.
Published: (2025)
by: Ando, Takuto, et al.
Published: (2025)
Similar Items
-
ObfAx: Obfuscation and IP Piracy Detection in Approximate Circuits
by: Sekanina, Lukas, et al.
Published: (2026) -
TRAPTI: Time-Resolved Analysis for SRAM Banking and Power Gating Optimization in Embedded Transformer Inference
by: Klhufek, Jan, et al.
Published: (2026) -
Exploring Quantization and Mapping Synergy in Hardware-Aware Deep Neural Network Accelerators
by: Klhufek, Jan, et al.
Published: (2024) -
Late Breaking Results: CHESSY: Coupled Hybrid Emulation with SystemC-FPGA Synchronization
by: Ruotolo, Lorenzo, et al.
Published: (2026) -
AxMED: Formal Analysis and Automated Design of Approximate Median Filters using BDDs
by: Mrazek, Vojtech, et al.
Published: (2025)