DPUConfig: Optimizing ML Inference in FPGAs Using Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Patras, Alexandros, Lalis, Spyros, Antonopoulos, Christos D., Bellas, Nikolaos |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Post-Quantum and Blockchain-Based Attestation for Trusted FPGAs in B5G Networks
by: Papalamprou, Ilias, et al.
Published: (2025)
by: Papalamprou, Ilias, et al.
Published: (2025)
Design and Implementation of Washing Machine HUD Using FPGAs
by: Stites, Norman, et al.
Published: (2025)
by: Stites, Norman, et al.
Published: (2025)
Wavelet Based Frequency Detection Using FPGAs
by: Hill, Caleb, et al.
Published: (2024)
by: Hill, Caleb, et al.
Published: (2024)
ONNX-to-Hardware Design Flow for Adaptive Neural-Network Inference on FPGAs
by: Manca, Federico, et al.
Published: (2024)
by: Manca, Federico, et al.
Published: (2024)
Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs
by: Taka, Endri, et al.
Published: (2024)
by: Taka, Endri, et al.
Published: (2024)
A Resource-Driven Approach for Implementing CNNs on FPGAs Using Adaptive IPs
by: Magalhães, Philippe, et al.
Published: (2025)
by: Magalhães, Philippe, et al.
Published: (2025)
Data-Rate-Aware High-Speed CNN Inference on FPGAs
by: Habermann, Tobias, et al.
Published: (2026)
by: Habermann, Tobias, et al.
Published: (2026)
PD-Swap: Prefill-Decode Logic Swapping for End-to-End LLM Inference on Edge FPGAs via Dynamic Partial Reconfiguration
by: Zhang, Yifan, et al.
Published: (2025)
by: Zhang, Yifan, et al.
Published: (2025)
Interconnect-Aware Logic Resynthesis for Multi-Die FPGAs
by: Wang, Xiaoke, et al.
Published: (2026)
by: Wang, Xiaoke, et al.
Published: (2026)
Duet: Creating Harmony between Processors and Embedded FPGAs
by: Li, Ang, et al.
Published: (2023)
by: Li, Ang, et al.
Published: (2023)
Studying the Degradation of Propagation Delay on FPGAs at the European XFEL
by: Lanzieri, Leandro, et al.
Published: (2024)
by: Lanzieri, Leandro, et al.
Published: (2024)
Leveraging Application-Specific Knowledge for Energy-Efficient Deep Learning Accelerators on Resource-Constrained FPGAs
by: Qian, Chao
Published: (2025)
by: Qian, Chao
Published: (2025)
RidgeWalker: Perfectly Pipelined Graph Random Walks on FPGAs
by: Tan, Hongshi, et al.
Published: (2026)
by: Tan, Hongshi, et al.
Published: (2026)
Fast Generation of Custom Floating-Point Spatial Filters on FPGAs
by: Campos, Nelson, et al.
Published: (2024)
by: Campos, Nelson, et al.
Published: (2024)
smallNet: Implementation of a convolutional layer in tiny FPGAs
by: Bascuñán, Fernanda Zapata, et al.
Published: (2025)
by: Bascuñán, Fernanda Zapata, et al.
Published: (2025)
GreenFPGA: Evaluating FPGAs as Environmentally Sustainable Computing Solutions
by: Sudarshan, Chetan Choppali, et al.
Published: (2023)
by: Sudarshan, Chetan Choppali, et al.
Published: (2023)
Small Logic-based Multipliers with Incomplete Sub-Multipliers for FPGAs
by: Böttcher, Andreas, et al.
Published: (2024)
by: Böttcher, Andreas, et al.
Published: (2024)
Lightweight Congruence Profiling for Early Design Exploration of Heterogeneous FPGAs
by: Boston, Allen, et al.
Published: (2025)
by: Boston, Allen, et al.
Published: (2025)
Accelerating Boolean Constraint Propagation for Efficient SAT-Solving on FPGAs
by: Govindasamy, Hariprasadh, et al.
Published: (2024)
by: Govindasamy, Hariprasadh, et al.
Published: (2024)
ML-PCM : Machine Learning Technique for Write Optimization in Phase Change Memory (PCM)
by: Desai, Mahek, et al.
Published: (2025)
by: Desai, Mahek, et al.
Published: (2025)
Escaping Flatland: A Placement Flow for Enabling 3D FPGAs
by: Hao, Cong, et al.
Published: (2026)
by: Hao, Cong, et al.
Published: (2026)
LlamaF: An Efficient Llama2 Architecture Accelerator on Embedded FPGAs
by: Xu, Han, et al.
Published: (2024)
by: Xu, Han, et al.
Published: (2024)
A Survey on LUT-based Deep Neural Networks Implemented in FPGAs
by: Guo, Zeyu
Published: (2025)
by: Guo, Zeyu
Published: (2025)
Coyote v2: Raising the Level of Abstraction for Data Center FPGAs
by: Ramhorst, Benjamin, et al.
Published: (2025)
by: Ramhorst, Benjamin, et al.
Published: (2025)
RACAM: Enhancing DRAM with Reuse-Aware Computation and Automated Mapping for ML Inference
by: Ma, Siyuan, et al.
Published: (2025)
by: Ma, Siyuan, et al.
Published: (2025)
H2PIPE: High throughput CNN Inference on FPGAs with High-Bandwidth Memory
by: Doumet, Mario, et al.
Published: (2024)
by: Doumet, Mario, et al.
Published: (2024)
LUT-LLM: Efficient Large Language Model Inference with Memory-based Computations on FPGAs
by: He, Zifan, et al.
Published: (2025)
by: He, Zifan, et al.
Published: (2025)
Energy Efficient LSTM Accelerators for Embedded FPGAs through Parameterised Architecture Design
by: Qian, Chao, et al.
Published: (2026)
by: Qian, Chao, et al.
Published: (2026)
Hardware-Efficient Accurate 4-bit Multiplier for Xilinx 7 Series FPGAs
by: Kida, Misaki, et al.
Published: (2025)
by: Kida, Misaki, et al.
Published: (2025)
Analyzing the Single Event Upset Vulnerability of Binarized Neural Networks on SRAM FPGAs
by: Souvatzoglou, Ioanna, et al.
Published: (2024)
by: Souvatzoglou, Ioanna, et al.
Published: (2024)
An Energy-Efficient Artefact Detection Accelerator on FPGAs for Hyper-Spectral Satellite Imagery
by: Castelino, Cornell, et al.
Published: (2024)
by: Castelino, Cornell, et al.
Published: (2024)
GraphMatch: Subgraph Query Processing on FPGAs
by: Dann, Jonas, et al.
Published: (2024)
by: Dann, Jonas, et al.
Published: (2024)
ML-based AIG Timing Prediction to Enhance Logic Optimization
by: Jiang, Wenjing, et al.
Published: (2024)
by: Jiang, Wenjing, et al.
Published: (2024)
Critical Path Aware Timing-Driven Global Placement for Large-Scale Heterogeneous FPGAs
by: Jiang, He, et al.
Published: (2025)
by: Jiang, He, et al.
Published: (2025)
A Benchmarking Platform for DDR4 Memory Performance in Data-Center-Class FPGAs
by: Galimberti, Andrea, et al.
Published: (2025)
by: Galimberti, Andrea, et al.
Published: (2025)
FlightLLM: Efficient Large Language Model Inference with a Complete Mapping Flow on FPGAs
by: Zeng, Shulin, et al.
Published: (2024)
by: Zeng, Shulin, et al.
Published: (2024)
Memory-efficient Sketch Acceleration for Handling Large Network Flows on FPGAs
by: Han, Zhaoyang, et al.
Published: (2025)
by: Han, Zhaoyang, et al.
Published: (2025)
Hardware-Software Co-Design for Event-Driven SNN Deployment on Low-Cost Neuromorphic FPGAs
by: Lee, Jiwoon, et al.
Published: (2026)
by: Lee, Jiwoon, et al.
Published: (2026)
Multiplier Design Addressing Area-Delay Trade-offs by using DSP and Logic resources on FPGAs
by: Böttcher, Andreas, et al.
Published: (2024)
by: Böttcher, Andreas, et al.
Published: (2024)
Theoretical Analysis of the Efficient-Memory Matrix Storage Method for Quantum Emulation Accelerators with Gate Fusion on FPGAs
by: Le, Tran Xuan Hieu, et al.
Published: (2024)
by: Le, Tran Xuan Hieu, et al.
Published: (2024)
Similar Items
-
Post-Quantum and Blockchain-Based Attestation for Trusted FPGAs in B5G Networks
by: Papalamprou, Ilias, et al.
Published: (2025) -
Design and Implementation of Washing Machine HUD Using FPGAs
by: Stites, Norman, et al.
Published: (2025) -
Wavelet Based Frequency Detection Using FPGAs
by: Hill, Caleb, et al.
Published: (2024) -
ONNX-to-Hardware Design Flow for Adaptive Neural-Network Inference on FPGAs
by: Manca, Federico, et al.
Published: (2024) -
Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs
by: Taka, Endri, et al.
Published: (2024)