Kannan, Rajgopal
- 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
- GraphSAINT: Graph Sampling Based Inductive Learning Method
2019/07/10 by Hanqing Zeng, Hongkuan Zhou, Zeng, Hanqing +7 · 49 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Recommender Systems and Techniques
- ClusterViG: Efficient Globally Aware Vision GNNs via Image Partitioning
2025/01/18 by Dhruv Parikh, Parikh, Dhruv, Jacob Fein-Ashley +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)
- Accelerating ViT Inference on FPGA through Static and Dynamic Pruning
2024/03/21 by Dhruv Parikh, Parikh, Dhruv, Shouyi Li +9 · 2 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)
- Phases, Modalities, Temporal and Spatial Locality: Domain Specific ML Prefetcher for Accelerating Graph Analytics
2022/12/10 by Zhang, Pengmiao, Kannan, Rajgopal, Prasanna, Viktor K. · 1 citation
#FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- FACTUAL: A Novel Framework for Contrastive Learning Based Robust SAR Image Classification
2024/04/04 by Xu Wang, Tian Ye, Wang, Xu +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)
- Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours
2024/12/28 by Yang, Yuxin, Zhou, Hongkuan, Kannan, Rajgopal +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Deep Graph Neural Networks with Shallow Subgraph Samplers
2020/12/02 by Hanqing Zeng, Zeng, Hanqing, Muhan Zhang +15 · 2 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Topic Modeling #Complex Network Analysis Techniques
- 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