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RESOURCE-EFFICIENT SENSING THROUGH DYNAMIC ATTENTION-SCALABILITY

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Publications

Optimized Hierarchical Cascaded Processing

Author(s): Koen Goetschalckx, Bert Moons, Steven Lauwereins, Martin Andraud, Marian Verhelst
Published in: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2018, Page(s) 1-1, ISSN 2156-3357
DOI: 10.1109/JETCAS.2018.2839347

Dynamic Sensor-Frontend Tuning for Resource Efficient Embedded Classification

Author(s): Laura Galindez, Komail Badami, Jonas Vlasselaer, Wannes Meert, Marian Verhelst
Published in: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2018, Page(s) 1-1, ISSN 2156-3357
DOI: 10.1109/JETCAS.2018.2850451

Architecture optimization for energy-efficient resolution-scalable 8–12-bit SAR ADCs

Author(s): Thomas Bos, Komail Badami, Wim Dehaene, Marian Verhelst
Published in: Analog Integrated Circuits and Signal Processing, Issue 97/3, 2018, Page(s) 437-448, ISSN 0925-1030
DOI: 10.1007/s10470-018-1235-0

Embedded Deep Neural Network Processing: Algorithmic and Processor Techniques Bring Deep Learning to IoT and Edge Devices

Author(s): Marian Verhelst, Bert Moons
Published in: IEEE Solid-State Circuits Magazine, Issue 9/4, 2017, Page(s) 55-65, ISSN 1943-0582
DOI: 10.1109/mssc.2017.2745818

Towards Hardware-Aware Tractable Learning of Probabilistic Models

Author(s): Laura I. Galindez Olascoaga, Wannes Meert, Nimish Shah, Marian Verhelst, Guy Van den Broeck
Published in: Accepted for Publication at Proceedings of the Thirty-third Conference on Neural Information Processing Systems (NeurIPS 2019)., 2019

ProbLP: A framework for low-precision probabilistic inference

Author(s): Nimish Shah ; Laura I. Galindez Olascoaga ; Wannes Meert ; Marian Verhelst
Published in: DAC '19 Proceedings of the 56th Annual Design Automation Conference 2019, 2019
DOI: 10.1145/3316781.3317885

Mixed-signal programmable non-linear interface for resource-efficient multi-sensor analytics

Author(s): Komail Badami, Juan-Carlos Pena Ramos, Steven Lauwereins, Marian Verhelst
Published in: 2018 IEEE International Solid - State Circuits Conference - (ISSCC), 2018, Page(s) 344-346
DOI: 10.1109/isscc.2018.8310325

Towards Hardware-Aware Tractable Learning of Probabilistic Models (workshop version)

Author(s): L Galindez Olascoaga, W. Meert, M. Verhelst, G. Van den Broeck
Published in: 3rd Tractable Probabilistic Modeling Workshop colocated with the 36th International Conference on Machine Learning (TPM-ICML 2019), 2019

PRU: Probabilistic Reasoning processing Unit for resource-efficient AI

Author(s): Nimish Shah, Laura I. Galindez Olascoaga, Wannes Meert and Marian Verhelst
Published in: HotChips, 2019

Towards Resource-Efficient Classifiers for Always-On Monitoring

Author(s): Jonas Vlasselaer, Wannes Meert, Marian Verhelst
Published in: Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Dublin, Ireland, September 10–14, 2018, Proceedings, Part III, Issue 11053, 2019, Page(s) 305-321
DOI: 10.1007/978-3-030-10997-4_19