R. Marculescu

Most-cited papers

EMCAD: Efficient Multi-Scale Convolutional Attention Decoding for Medical Image Segmentation
M. Rahman, Mustafa Munir, R. Marculescu
2024Computer Vision and Pattern Recognition390 citations Open access
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Medical Image Segmentation via Cascaded Attention Decoding
M. Rahman, R. Marculescu
2023IEEE Workshop/Winter Conference on Applications of Computer Vision361 citations
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Dynamic Multimodal Fusion
Zihui Xue, R. Marculescu
20222023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)165 citations Open access
Semantic Scholar
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation
M. Rahman, R. Marculescu
2023International Conference on Medical Imaging with Deep Learning131 citations Open access
Semantic Scholar
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients
Gui-Hong Li, Yue-Dong Yang, K. Bhardwaj, R. Marculescu
2023International Conference on Learning Representations122 citations Open access
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G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
M. Rahman, R. Marculescu
2023IEEE Workshop/Winter Conference on Applications of Computer Vision97 citations Open access
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MobileViG: Graph-Based Sparse Attention for Mobile Vision Applications
Mustafa Munir, William Avery, R. Marculescu
20232023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)83 citations Open access
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Machine Unlearning for Image-to-Image Generative Models
Guihong Li, Hsiang Hsu, C. Chen, R. Marculescu
2024International Conference on Learning Representations67 citations
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Zero-Shot Neural Architecture Search: Challenges, Solutions, and Opportunities
Gui-Hong Li, Duc-Tuong Hoang, K. Bhardwaj, Ming Lin +2 more
2023IEEE Transactions on Pattern Analysis and Machine Intelligence65 citations Open access
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Memory- and Communication-Aware Model Compression for Distributed Deep Learning Inference on IoT
K. Bhardwaj, Chingyi Lin, A. Sartor, R. Marculescu
2019ACM Transactions on Embedded Computing Systems60 citations Open access
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GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs
Mustafa Munir, William Avery, M. Rahman, R. Marculescu
2024Computer Vision and Pattern Recognition56 citations Open access
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Proceedings of the ACM/IEEE International Symposium on Low Power Electronics and Design
August Sunday, R. Marculescu, P. Pande, EI Pötzl +18 more
2026International Symposium on Low Power Electronics and Design54 citations
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MK-UNet: Multi-Kernel Lightweight CNN for Medical Image Segmentation
M. Rahman, R. Marculescu
20252025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)52 citations Open access
Semantic Scholar
DS3: A System-Level Domain-Specific System-on-Chip Simulation Framework
S. E. Arda, A. Krishnakumar, A. Alper Goksoy, Nirmal Kumbhare +5 more
2020IEEE transactions on computers52 citations Open access
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Online-LoRA: Task-Free Online Continual Learning via Low Rank Adaptation
Xiwen Wei, Gui-Hong Li, R. Marculescu
2024IEEE Workshop/Winter Conference on Applications of Computer Vision44 citations Open access
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FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning
Wei Chen, K. Bhardwaj, R. Marculescu
2020ECML/PKDD43 citations Open access
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Domain-Specific Architectures: Research Problems and Promising Approaches
A. Krishnakumar, U. Ogras, R. Marculescu, M. Kishinevsky +1 more
2022ACM Transactions on Embedded Computing Systems41 citations
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Revisiting Pruning at Initialization Through the Lens of Ramanujan Graph
Duc L. N. Hoang, Shiwei Liu, R. Marculescu, Zhang-Yang Wang
2023International Conference on Learning Representations39 citations
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Runtime Task Scheduling Using Imitation Learning for Heterogeneous Many-Core Systems
A. Krishnakumar, S. E. Arda, A. Alper Goksoy, Sumit K. Mandal +3 more
2020IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems37 citations Open access
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FLASH: Fast Neural Architecture Search with Hardware Optimization
Gui-Hong Li, Sumit K. Mandal, U. Ogras, R. Marculescu
2021ACM Transactions on Embedded Computing Systems28 citations
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Efficient On-Device Training via Gradient Filtering
Yue-Dong Yang, Gui-Hong Li, R. Marculescu
2023Computer Vision and Pattern Recognition27 citations Open access
Semantic Scholar
AudioIMU: Enhancing Inertial Sensing-Based Activity Recognition with Acoustic Models
Da-Wei Liang, Gui-Hong Li, Rebecca Adaimi, R. Marculescu +1 more
2022International Workshop on the Semantic Web26 citations Open access
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How does topology influence gradient propagation and model performance of deep networks with DenseNet-type skip connections?
K. Bhardwaj, Gui-Hong Li, R. Marculescu
2021Computer Vision and Pattern Recognition25 citations Open access
Semantic Scholar
Model Personalization for Human Activity Recognition
Chingyi Lin, R. Marculescu
20202020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)25 citations
Semantic Scholar
An IIoT-Based Approach to the Integrated Management of Machinery in the Construction Industry
Oscar Torres Sánchez, Duarte M. G. Raposo, A. Rodrigues, F. Boavida +3 more
2023IEEE Access24 citations Open access
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Edge AI: Systems Design and ML for IoT Data Analytics
R. Marculescu, Diana Marculescu, U. Ogras
2020Knowledge Discovery and Data Mining23 citations
Semantic Scholar
Simulating Rumor Spreading in Social Networks using LLM Agents
Tianrui Hu, Dimitrios Liakopoulos, Xiwen Wei, R. Marculescu +1 more
2025arXiv.org22 citations
Semantic Scholar
PP-SAM: Perturbed Prompts for Robust Adaption of Segment Anything Model for Polyp Segmentation
M. Rahman, Mustafa Munir, Debesh Jha, Ulas Bagci +1 more
20242024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)22 citations
Semantic Scholar
Scaling Graph Convolutions for Mobile Vision
William Avery, Mustafa Munir, R. Marculescu
20242024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)21 citations Open access
Semantic Scholar
Centralized and decentralized isolation strategies and their impact on the COVID-19 pandemic dynamics
Alexandru Topîrceanu, M. Udrescu, R. Marculescu
2020arXiv.org19 citations
Semantic Scholar
Efficient Low-rank Backpropagation for Vision Transformer Adaptation
Yue-Dong Yang, Hung-Yueh Chiang, Gui-Hong Li, Diana Marculescu +1 more
2023Neural Information Processing Systems18 citations Open access
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HiLITE: Hierarchical and Lightweight Imitation Learning for Power Management of Embedded SoCs
A. Sartor, A. Krishnakumar, S. E. Arda, U. Ogras +1 more
2020IEEE computer architecture letters18 citations
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SUGAR: Efficient Subgraph-Level Training via Resource-Aware Graph Partitioning
Zihui Xue, Yue-Dong Yang, R. Marculescu
2022IEEE transactions on computers17 citations Open access
Semantic Scholar
DAS: Dynamic Adaptive Scheduling for Energy-Efficient Heterogeneous SoCs
A. Goksoy, A. Krishnakumar, M. S. Hassan, Allen-Jasmin Farcas +3 more
2021IEEE Embedded Systems Letters17 citations Open access
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A Blockchain-Based Privacy-Preserving Model for Consent and Transparency in Human-Centered Internet of Things
Jorge Eduardo Rivadeneira, María B. Jiménez, R. Marculescu, A. Rodrigues +2 more
2023International Conference on Internet-of-Things Design and Implementation15 citations Open access
Semantic Scholar
On Network Science and Mutual Information for Explaining Deep Neural Networks
Brian Davis, Umang Bhatt, K. Bhardwaj, R. Marculescu +1 more
2019IEEE International Conference on Acoustics, Speech, and Signal Processing13 citations Open access
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Mitigating Intra- and Inter-modal Forgetting in Continual Learning of Unified Multimodal Models
Xiwen Wei, Mustafa Munir, R. Marculescu
2025Neural Information Processing Systems11 citations
Semantic Scholar
RapidNet: Multi-Level Dilated Convolution Based Mobile Backbone
Mustafa Munir, M. Rahman, R. Marculescu
2024IEEE Workshop/Winter Conference on Applications of Computer Vision11 citations Open access
Semantic Scholar
Fast-NTK: Parameter-Efficient Unlearning for Large-Scale Models
Gui-Hong Lim, Hsiang Hsu, C. Chen, R. Marculescu
20232024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)11 citations
Semantic Scholar
How media competition fuels the spread of misinformation
Arash Amini, Y. E. Bayiz, Eun-Ju Lee, Zeynep Somer-Topcu +2 more
2025Science Advances9 citations Open access
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NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning
Sahil Shah, S. Sharan, Harsh Goel, Minkyu Choi +4 more
2025AAAI Conference on Artificial Intelligence9 citations
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Enabling Software-Defined RF Convergence with a Novel Coarse-Scale Heterogeneous Processor
Daniel W. Bliss, T. Ajayi, Ali Akoglu, Ilkin Aliyev +39 more
2022International Symposium on Circuits and Systems9 citations
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INVITED: New Directions in Distributed Deep Learning: Bringing the Network at Forefront of IoT Design
K. Bhardwaj, Wei Chen, R. Marculescu
2020Design Automation Conference9 citations
Semantic Scholar
Skip2-LoRA: A Lightweight On-device DNN Fine-tuning Method for Low-cost Edge Devices
Hiroki Matsutani, Masaaki Kondo, Kazuki Sunaga, R. Marculescu
2024Asia and South Pacific Design Automation Conference8 citations Open access
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VCMamba: Bridging Convolutions with Multi-Directional Mamba for Efficient Visual Representation
Mustafa Munir, Alex Zhang, R. Marculescu
20252025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)7 citations
Semantic Scholar
PP-SAM: Perturbed Prompts for Robust Adaptation of Segment Anything Model for Polyp Segmentation
M. Rahman, Mustafa Munir, Debesh Jha, Ulas Bagci +1 more
2024arXiv.org7 citations
Semantic Scholar
MOHAWK: Mobility and Heterogeneity-Aware Dynamic Community Selection for Hierarchical Federated Learning
Allen-Jasmin Farcas, Myungjin Lee, R. Kompella, Hugo Latapie +2 more
2023International Conference on Internet-of-Things Design and Implementation7 citations Open access
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EdgeAl: A Vision for Deep Learning in the IoT Era
K. Bhardwaj, Naveen Suda, R. Marculescu
2021IEEE design & test7 citations
Semantic Scholar
News Source Credibility Assessment: A Reddit Case Study
Arash Amini, Y. E. Bayiz, Ashwin Ram, R. Marculescu +1 more
2024International Conference on Web and Social Media6 citations
Semantic Scholar
EfficientMedNeXt: Multi-receptive Dilated Convolutions for Medical Image Segmentation
M. Rahman, Mustafa Munir, R. Marculescu
2025International Conference on Medical Image Computing and Computer-Assisted Intervention5 citations
Semantic Scholar