Jawanpuria, Pratik
- SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining
2024/06/04 by Andi Han, Han, Andi, Jiaxiang Li +11 · 13 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Face and Expression Recognition #Image and Signal Denoising Methods #Machine Learning (cs.LG) #Sparse and Compressive Sensing Techniques
- McTorch, a manifold optimization library for deep learning
2018/10/03 by Mayank Meghwanshi, Meghwanshi, Mayank, Pratik Jawanpuria +7 · 3 citations
Computer Science · #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Video Surveillance and Tracking Methods
- SPOT: A framework for selection of prototypes using optimal transport
2021/03/18 by Gurumoorthy, Karthik S., Jawanpuria, Pratik, Mishra, Bamdev · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- A Framework for Bilevel Optimization on Riemannian Manifolds
2024/02/06 by Han, Andi, Mishra, Bamdev, Jawanpuria, Pratik +1 · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Efficient Output Kernel Learning for Multiple Tasks
2015/11/18 by Jawanpuria, Pratik, Lapin, Maksim, Hein, Matthias +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Geometry-aware Domain Adaptation for Unsupervised Alignment of Word Embeddings
2020/04/06 by Jawanpuria, Pratik, Meghwanshi, Mayank, Mishra, Bamdev · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Efficient Robust Optimal Transport with Application to Multi-Label Classification
2020/10/22 by Jawanpuria, Pratik, Satyadev, N T V, Mishra, Bamdev · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Riemannian accelerated gradient methods via extrapolation
2022/08/13 by Han, Andi, Mishra, Bamdev, Jawanpuria, Pratik +1 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Riemannian Federated Learning via Averaging Gradient Streams
2024/09/11 by Zhenwei Huang, Huang, Zhenwei, Wen Huang +5 · 2 citations
Computer Science · #68W15 #90C30 #90C48 #Advanced Statistical Modeling Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Low-rank geometric mean metric learning
2018/06/14 by Mukul Bhutani, Pratik Jawanpuria, Bhutani, Mukul +5 · 1 citation
Computer Science · Engineering · #Face and Expression Recognition #Sparse and Compressive Sensing Techniques #Video Surveillance and Tracking Methods
- Riemannian adaptive stochastic gradient algorithms on matrix manifolds
2019/02/04 by Hiroyuki Kasai, Kasai, Hiroyuki, Pratik Jawanpuria +3 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Federated Learning on Riemannian Manifolds with Differential Privacy
2024/04/15 by Zhenwei Huang, Wen Huang, Huang, Zhenwei +5 · 1 citation
Computer Science · Mathematics · #68P27 #68W15 #90C30 #90C48 #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #advanced mathematical theories