Rajgopal Kannan

1. SPECTRE: An FFT-Based Efficient Drop-In Replacement to Self-Attention for Long Contexts
   2025/02/25 by Jacob Fein-Ashley, Fein-Ashley, Jacob, Neelesh Gupta +6 · 22 voices
   Computer Science · #Advanced Neural Network Applications #Multimodal Machine Learning Applications #Natural Language Processing Techniques
2. GraphSAINT: Graph Sampling Based Inductive Learning Method
   2019/07/10 by Hanqing Zeng, Zeng, Hanqing, Hongkuan Zhou +7 · 66 citations
   Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Recommender Systems and Techniques
3. Accelerating ViT Inference on FPGA through Static and Dynamic Pruning
   2024/03/21 by Dhruv Parikh, Shouyi Li, Parikh, Dhruv +9 · 3 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Distributed #Embedded Systems Design Techniques #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #Physical Unclonable Functions (PUFs) and Hardware Security #VLSI and Analog Circuit Testing #and Cluster Computing (cs.DC)
4. ClusterViG: Efficient Globally Aware Vision GNNs via Image Partitioning
   2025/01/18 by Dhruv Parikh, Jacob Fein-Ashley, Parikh, Dhruv +7 · 5 citations
   Computer Science · Neuroscience · #Advanced Image and Video Retrieval Techniques #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Parallel #and Cluster Computing (cs.DC)
5. Attention, Distillation, and Tabularization: Towards Practical Neural Network-Based Prefetching
   2023/12/23 by Pengmiao Zhang, Neelesh Gupta, Zhang, Pengmiao +5 · 2 citations
   Computer Science · Engineering · #Advanced Data Storage Technologies #Advanced Neural Network Applications #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Operating Systems (cs.OS)
6. Deep Graph Neural Networks with Shallow Subgraph Samplers
   2020/12/02 by Hanqing Zeng, Muhan Zhang, Zeng, Hanqing +15 · 4 citations
   Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Topic Modeling #Complex Network Analysis Techniques
7. Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA
   2022/03/10 by Hongkuan Zhou, Zhou, Hongkuan, Bingyi Zhang +7 · 1 citation
   Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Data Quality and Management #FOS: Computer and information sciences #Graph Theory and Algorithms #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
8. TransforMAP: Transformer for Memory Access Prediction
   2022/05/29 by Pengmiao Zhang, Ajitesh Srivastava, Zhang, Pengmiao +7 · 1 citation
   Computer Science · Engineering · #Advanced Data Storage Technologies #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
9. Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours
   2024/12/28 by Yuxin Yang, Yang, Yuxin, Hongkuan Zhou +5 · 2 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Neural Networks and Applications #Social and Information Networks (cs.SI)
10. FACTUAL: A Novel Framework for Contrastive Learning Based Robust SAR Image Classification
    2024/04/04 by Xu Wang, Wang, Xu, Tian Ye +5 · 1 citation
    Computer Science · Engineering · #Advanced SAR Imaging Techniques #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
11. VTR: An Optimized Vision Transformer for SAR ATR Acceleration on FPGA
    2024/04/06 by Sachini Wickramasinghe, Wickramasinghe, Sachini, Dhruv Parikh +9 · 1 citation
    Engineering · #Advanced SAR Imaging Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #Spacecraft Design and Technology #Synthetic Aperture Radar (SAR) Applications and Techniques #and Cluster Computing (cs.DC)
12. GCV-Turbo: End-to-end Acceleration of GNN-based Computer Vision Tasks on FPGA
    2024/04/10 by Bingyi Zhang, Zhang, Bingyi, Rajgopal Kannan +5 · 1 citation
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Image Processing Techniques and Applications #Image and Video Processing (eess.IV) #Parallel #and Cluster Computing (cs.DC) #electronic engineering #information engineering
13. Mixture of Thoughts: Learning to Aggregate What Experts Think, Not Just What They Say
    2025/09/25 by Jacob Fein-Ashley, Dhruv Parikh, Fein-Ashley, Jacob +5 · 2 citations
    Arts and Humanities · Decision Sciences · #Complex Systems and Decision Making #FOS: Computer and information sciences #Machine Learning (cs.LG) #Philosophy and History of Science