Marian Verhelst - Publications, H-index & Citations

Marian Verhelst

ku leuven

39H指数

403论文数

5.8K被引数

收录论文 50

发表时间

FlexiGen: An Automated AI Accelerator Generation Framework With Decoupled-Access-Execute and Dynamic Dataflows FlexiGen：一种具有解耦访问-执行和动态数据流的自动化AI加速器生成框架

ieee transactions on circuits and systems i: regular papers

IF0

2026-03-04

PREAI

Xiaoling Yi; Man Shi; Joren Dumoulin; Jiacong Sun; Yunhao Deng; Ryan Antonio; Fanchen Kong; Yu Zhang; Yuqi Jiang; Marian Verhelst

Efficient DNN Training Using Vectorized Block-Scaled GeMMs with Adaptive Block Shapes 利用具有自适应块形状的矢量化块缩放GEMMs进行高效DNN训练

VLSI-SOC: TECHNOLOGY ADVANCEMENT ON SOC DESIGN, 2024

IF0

2026-01-01

PREAI

Murthy, Nitish Satya; Laubeuf, Nathan; Bhattacharjee, Debjyoti; Catthoor, Francky; Verhelst, Marian

The Configuration Wall: Characterization and Elimination of Accelerator Configuration Overhead 配置墙：加速器配置开销的表征与消除

PROCEEDINGS OF THE 31ST ACM INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS, VOL 1, ASPLOS 2026

IF0

2026-01-01

PREAI

Van Delm, Josse; Lydike, Anton; Dumoulin, Joren; Crols, Jonas; Yi, Xiaoling; Antonio, Ryan; Woodruff, Jackson; Grosser, Tobias; Verhelst, Marian

Hardware-Centric Analysis of DeepSeek's Multi-Head Latent Attention 硬件中心视角下对DeepSeek多头潜在注意力的分析

ELECTRONICS LETTERS

IF0.8

2025-12-08

OAAI

Geens, Robin; Verhelst, Marian

Exploiting neuro-inspired dynamic sparsity for energy-efficient intelligent perception 利用神经启发的动态稀疏性实现节能智能感知

Nature Communications

IF15.7

2025-11-11

OAAI

Sheng Zhou; Chang Gao; Tobi Delbruck; Marian Verhelst; Shih-Chii Liu

TinyML-From Efficient Edge Inference to On-Device Intelligence TinyML：从高效边缘推理到端侧智能

IEEE DESIGN & TEST

IF1.9

2025-10-01

PREAI

Theocharides, Theocharis; Verhelst, Marian; Reddy, Vijay Janapa; Gousev, Evgeni

LogSumExp: Efficient Approximate Logarithm Acceleration for Embedded Tractable Probabilistic Reasoning LogSumExp：一种用于嵌入式可处理概率推理的高效近似对数加速方法

ieee transactions on circuits and systems i: regular papers

IF0

2025-10-01

PREAI

Lingyun Yao; Shirui Zhao; Martin Trapp; Jelin Leslin; Marian Verhelst; Martin Andraud

SunPar: An Analytical Design Space Exploration Framework Modeling Performance Uncertainty in Sparse AI Accelerators SunPar：一种分析设计空间探索框架，用于模拟稀疏AI加速器中的性能不确定性

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems

IF2.9

2025-09-23

PREAI

Jiacong Sun; Man Shi; Mahesh Subedar; Georges Gielen; Marian Verhelst

An Analytical Model for Performance-Carbon Co-Optimization of Edge AI Accelerators 边缘AI加速器性能-碳协同优化的分析模型

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems

IF2.9

2025-08-26

PREAI

Jiacong Sun; Xiaoling Yi; Arne Symons; Georges Gielen; Lieven Eeckhout; Marian Verhelst

HUNBN, a 16-nm Digital In-Memory-Compute SoC for Edge CNN Application Achieving 24 TOPs/W (4b) at System Level HUNBN，一款面向边缘CNN应用的16纳米数字存内计算SoC，在系统级实现24 TOPs/W（4位）

IEEE Journal of Solid-State Circuits

IF5.6

2025-07-01

PREAI

Weijie Jiang; Cédric Caron; Prabhat Avasare; Marc Pauwels; Marian Verhelst; Wim Dehaene

AIA: A Customized Multi-Core RISC-V SoC for Discrete Sampling Workloads in 16 nm AIA：一款面向离散采样工作负载的定制多核RISC-V SoC，工艺节点为16 nm

IEEE Journal of Solid-State Circuits

IF5.6

2025-07-01

PREAI

Shirui Zhao; Nimish Shah; Wannes Meert; Marian Verhelst

Stream: Design Space Exploration of Layer-Fused DNNs on Heterogeneous Dataflow Accelerators Stream: 异构数据流加速器上的层融合dnn的设计空间探索

IEEE TRANSACTIONS ON COMPUTERS

IF3.8

2025-01-01

PREAI

Symons, Arne; Mei, Linyan; Colleman, Steven; Houshmand, Pouya; Karl, Sebastian; Verhelst, Marian

Optimization of block-scaled integer GeMMs for efficient DNN deployment on scalable in-order vector processors 优化块缩放整数gemm，以在可扩展的有序矢量处理器上高效部署DNN

JOURNAL OF SYSTEMS ARCHITECTURE

IF4.1

2024-09-01

PREAI

Murthy, Nitish Satya; Catthoor, Francky; Verhelst, Marian

An End-to-End Dual ASIC OFDM Transceiver for Ultrasound In-Body Communication 用于超声体内通信的端到端双ASIC OFDM收发器

ieee transactions on circuits and systems i regular papers

IF4.9

2023-08-01

OAAI

Bos, Thomas; Verhelst, Marian; Dehaene, Wim

A 96-Channel 40nm CMOS Potentiostat for Parallel Experiments on Microbial Electrochemical Systems 用于微生物电化学系统并行实验的96通道40nm CMOS恒电位仪

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

IF5.2

2023-01-01

PREAI

Li, Peishuo; Molderez, Tom R.; Villamor, David H.; Prevoteau, Antonin; Verhelst, Marian

GraphOpt: Constrained-Optimization-Based Parallelization of Irregular Graphs GraphOpt: 基于约束优化的不规则图并行化

IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

IF6

2022-12-01

OAAI

Shah, Nimish; Meert, Wannes; Verhelst, Marian

A Procedural Method to Predictively Assess Power-Quality Trade-Offs of Circuit-Level Adaptivity in IoT Systems 一种预测性评估物联网系统中电路级自适应性的电能质量权衡的程序方法

FRONTIERS IN ELECTRONICS

IF2.1

2022-06-27

OAAI

De Roose, Jaro; Andraud, Martin; Verhelst, Marian

Taxonomy and Benchmarking of Precision-Scalable MAC Arrays Under Enhanced DNN Dataflow Representation 增强型DNN数据流表示下精度可扩展MAC阵列的分类和基准测试

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

IF5.2

2022-05-01

OAAI

Ibrahim, Ehab M.; Mei, Linyan; Verhelst, Marian

Hardware-Efficient Residual Neural Network Execution in Line-Buffer Depth-First Processing 行缓冲区深度优先处理中的硬件高效残差神经网络执行

IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS

IF3.8

2021-12-01

OAAI

Shi, Man; Houshmand, Pouya; Mei, Linyan; Verhelst, Marian

Enabling real-time object detection on low cost FPGAs 在低成本fpga上实现实时对象检测

JOURNAL OF REAL-TIME IMAGE PROCESSING

IF3

2021-10-30

PREAI

Jain, Vikram; Jadhav, Ninad; Verhelst, Marian

研究方向