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researcher

M. Verhelst

3 papers hereh-index 6127 citations29 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • last author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.AR2
  • eess.SY1
same name
  • M. Verhelst — 29 papers, h 42
  • M. Verhelst — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedHow to keep pushing ML accelerator performance? Know your rooflines!

12 citations · 14 across the 3 of their papers we have counts for

collaborators

3 papers

cs.AR2026★ 2 cited

AIA: A Customized Multi-core RISC-V SoC for Discrete Sampling Workloads in 16 nm

Shirui Zhao, Nimish Shah, Wannes Meert +1

Probabilistic models (PMs) are essential in advancing machine learning capabilities, particularly in safety-critical applications involving reasoning and decision-making. Among the…

eess.SY2026

SparseCol: A 1320 BTOPS/W Precision-scalable NPU Exploiting Training-free Structured Bit-level Sparsity and Dynamic Dataflow

Man Shi, Vikram Jain, Weijie Jiang +4

Bit-serial computation enables sequential processing of data at the bit level, providing several advantages, such as scalable computational precision. This approach has gained sign…

cs.AR2025★ 12 cited

How to keep pushing ML accelerator performance? Know your rooflines!

Marian Verhelst, Luca Benini, Naveen Verma

The rapidly growing importance of Machine Learning (ML) applications, coupled with their ever-increasing model size and inference energy footprint, has created a strong need for sp…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.