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Papers matching “inference efficiency” 43

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Energy Efficiency of Locally Deployed LLMs: A Preliminary Quantitative GPU Power Benchmark on Consumer Hardware
2026 arXiv (Cornell University) preprint Engineering Green IT and Sustainability Open access

Philipp M. Zähl, Elja Dalipaj, Anika Hennig, Timon Bayer

0

citations
Development of an Expert System for Prediction of Deposition Efficiency in Plasma Spraying
2022 Journal of Thermal Spray Technology article Engineering High-Temperature Coating Behaviors Open access

Kirsten Bobzin, H. Heinemann, Seyed Ruhollah Dokhanchi

12

citations
Optimizing Binary and Ternary Neural Network Inference on RRAM Crossbars using CIM-Explorer
2025 arXiv (Cornell University) preprint Engineering Advanced Memory and Neural Computing Open access

Rebecca Pelke, José Cubero-Cascante, Nils Bosbach, Niklas Degener, Florian Idrizi, Lennart M. Reimann, +2 more

1

citations
LiDAR-based mmwave beam prediction: a hardware-aware trade-off analysis of classical machine learning, deep learning, and hybrid approaches
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Millimeter-Wave Propagation and Modeling Open access

Barış Sayitoğlu

0

citations
Mapping of CNNs on multi-core RRAM-based CIM architectures
2023 IFIP/IEEE International Conference on Very Large Scale Integration conference-paper Engineering Advanced Memory and Neural Computing

Rebecca Pelke, Nils Bosbach, Felix Staudigl, Rainer Leupers, Jan Moritz Joseph

9

citations
Mapping of CNNs on multi-core RRAM-based CIM architectures
2023 RWTH Publications (RWTH Aachen) conference-paper Engineering Advanced Memory and Neural Computing Open access

Rebecca Pelke, Nils Bosbach, Felix Staudigl, Rainer Leupers, Jan Moritz Joseph

0

citations
FPGA-Powered Environment Awareness via Quantized Neural Networks for LiDAR-Aided mm-Wave Beam Prediction
2025 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN) conference-paper Engineering Millimeter-Wave Propagation and Modeling

Arish Sateesan, Ljiljana Simić

2

citations
NeuroVP: A System-Level Virtual Platform for Integration of Neuromorphic Accelerators
2021 IEEE International System-on-Chip Conference (SOCC) conference-paper Engineering Advanced Memory and Neural Computing

Melvin Galicia, Ali BanaGozar, Karl J. X. Sturm, Felix Staudigl, Sander Stuijk, Henk Corporaal, +1 more

8

citations
An Energy Efficient Residual Spiking Neural Network Accelerator With Ternary Spikes
2024 IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems article Engineering Advanced Memory and Neural Computing cited by 1 patent

Congyi Sun, Wenqing Song, Qinyu Chen, Yuxiang Fu, Li Li

9

citations
Neuromorphic principles in self-attention hardware for efficient transformers
2025 Nature Computational Science article Engineering Advanced Memory and Neural Computing

Nathan Leroux, Jan Finkbeiner, Emre Neftci

1

citations
Optimal Antenna Configuration Filtering and Joint Power Control in Fluid Antenna Multiple Access Networks
2025 IEEE Journal on Selected Areas in Communications article Engineering Advanced MIMO Systems Optimization

Xiaopeng Yuan, Ning Guo, Yulin Hu, Robert Schober, Anke Schmeink

8

citations
Dataflow Optimizations in a Sub-uW Data-Driven TCN Accelerator for Continuous ECG Monitoring
2022 IEEE Nordic Circuits and Systems Conference (NorCAS) conference-paper Engineering Low-power high-performance VLSI design

Johnson Loh, Tobias Gemmeke

5

citations
A Hardware-Aware Performance Analysis of Machine Learning Models for Sensor-Aided Millimeter-Wave Beam Prediction
2026 International Conference on Communications conference-paper Engineering Millimeter-Wave Propagation and Modeling Open access

Barış Sayitoğlu, Arish Sateesan, Marina Petrova, Ljiljana Simić

0

citations
A 1.1 μJ/Inference Binary Spiking Neural Network Accelerator for DVS Gesture Recognition
2025 IEEE Transactions on Circuits and Systems I Regular Papers article Engineering Advanced Memory and Neural Computing

Congyi Sun, Heng Zhang, Qinyu Chen, Yuxiang Fu, Li Li

3

citations
DeltaDPD: Exploiting Dynamic Temporal Sparsity in Recurrent Neural Networks for Energy-Efficient Wideband Digital Predistortion
2025 IEEE Microwave and Wireless Technology Letters article Engineering Advanced Power Amplifier Design Open access

Yizhuo Wu, Yi Zhu, Qinyu Chen, Anding Zhu, John Gajadharsing, Leo C. N. de Vreede, +1 more

9

citations
Generative AI-enhanced road distress identification and quantification under data-scarce and complex environmental conditions
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Infrastructure Maintenance and Monitoring Open access

0

citations
MP-DPD: Low-Complexity Mixed-Precision Neural Networks for Energy-Efficient Digital Predistortion of Wideband Power Amplifiers
2024 IEEE Microwave and Wireless Technology Letters article Engineering Advanced Power Amplifier Design Open access

Yizhuo Wu, Ang Li, Mohammadreza Beikmirza, Gagan Deep Singh, Qinyu Chen, Leo C. N. de Vreede, +2 more

38

citations
Adaptive modellbasierte Zustandsüberwachungsalgorithmen für Lithium-Ionen-Batterien
2020 RWTH Publications (RWTH Aachen) dissertation Engineering Advanced Battery Technologies Research Open access

Shi Li

0

citations
Redundancy and Analog Slicing for Precise In-Memory Machine Learning—Part I: Programming Techniques
2021 IEEE Transactions on Electron Devices article Engineering Advanced Memory and Neural Computing Open access cited by 2 patents

Giacomo Pedretti, Piergiulio Mannocci, Can Li, Zhong Sun, John Paul Strachan, Daniele Ielmini

26

citations
Hybrid Long-Range–5G Multi-Sensor Platform for Predictive Maintenance for Ventilation Systems
2025 Electronics article Engineering IoT Networks and Protocols Open access

Praveen Mohanram, Robert Heinrich Schmitt

7

citations
State-Space Modeling and Tuning of Memristors for Neuromorphic Computing Applications
2023 International Conference on Neuromorphic Systems (ICONS) conference-paper Engineering Advanced Memory and Neural Computing Open access

Ming-Jay Yang, John Paul Strachan

4

citations
LiBiNet: Lightweight boundary information enhanced network for crack segmentation
2026 Results in Engineering article Engineering Infrastructure Maintenance and Monitoring Open access

Qingwang Wang, Guojian Huang, Chaohe Wang, Zihang Weng, Yulin He, Li Wengui, +1 more

3

citations
Tailor-made synaptic dynamics based on memristive devices
2023 Frontiers in Electronic Materials article Engineering Advanced Memory and Neural Computing Open access

Christopher Bengel, Kaihua Zhang, Johannes Mohr, Tobias Ziegler, Stefan Wiefels, Rainer M. Waser, +2 more

13

citations
MambaCSP: Hybrid-Attention State Space Models for Hardware-Efficient Channel State Prediction
2026 arXiv (Cornell University) preprint Engineering Advanced Wireless Communication Techniques Open access

Aladin Djuhera, Haris Gacanin, Holger Boche

2

citations
Physical simulation and deep learning using particle-based representations
2026 RWTH Publications (RWTH Aachen) dissertation Engineering Fluid Dynamics Simulations and Interactions Open access

Stefan Rhys Jeske

0

citations