Pratik Patil
- A Framework for Efficient Model Evaluation through Stratification, Sampling, and Estimation
2024/06/11 by Riccardo Fogliato, Fogliato, Riccardo, Pratik Patil +5 · 6 citations
Engineering · #Applications (stat.AP) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fault Detection and Control Systems
- Objective frequentist uncertainty quantification for atmospheric CO2\n retrievals
2020/07/29 by Pratik Patil, Mikael Kuusela, Patil, Pratik +3 · 2 citations
Computer Science · Engineering · Environmental Science · #15A29 #62F30 #62P12 #90C90 #Applications (stat.AP) #Atmospheric and Environmental Gas Dynamics #Atmospheric and Oceanic Physics (physics.ao-ph) #Calibration and Measurement Techniques #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Geochemistry and Geologic Mapping #Statistics and Probability (physics.data-an)
- Uplink-Downlink Duality Between Multiple-Access and Broadcast Channels with Compressing Relays
2020/08/25 by Liang Liu, Liu, Liang, Ya‐Feng Liu +5 · 2 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Cooperative Communication and Network Coding #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Signal Processing (eess.SP) #Wireless Communication Security Techniques #electronic engineering #information engineering
- Generalized equivalences between subsampling and ridge regularization
2023/05/29 by Pratik Patil, Jin‐Hong Du, Patil, Pratik +1 · 2 citations
Mathematics · Computer Science · Engineering · #Statistical Methods and Inference #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
- Asymptotics of the Sketched Pseudoinverse
2022/11/07 by Daniel LeJeune, Pratik Patil, LeJeune, Daniel +7 · 1 citation
Computer Science · Mathematics · #15B52 #46L54 #62J07 #Advanced Combinatorial Mathematics #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Random Matrices and Applications #Statistics Theory (math.ST)
- Optimization-based frequentist confidence intervals for functionals in constrained inverse problems: Resolving the Burrus conjecture
2023/10/03 by Pau Batlle, Pratik Patil, Batlle, Pau +7 · 2 citations
Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Numerical methods in inverse problems #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Statistics Theory (math.ST)
- Subsample Ridge Ensembles: Equivalences and Generalized Cross-Validation
2023/04/25 by Jin‐Hong Du, Pratik Patil, Du, Jin-Hong +3 · 1 citation
Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Image and Signal Denoising Methods #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Statistics Theory (math.ST)
- Failures and Successes of Cross-Validation for Early-Stopped Gradient Descent
2024/02/26 by Pratik Patil, Yuchen Wu, Patil, Pratik +3 · 1 citation
Medicine · #Cardiac Imaging and Diagnostics #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Confidence intervals for functionals in constrained inverse problems via data-adaptive sampling-based calibration
2025/02/04 by Michael Stanley, Pau Batlle, Stanley, Michael +7 · 2 citations
Mathematics · Engineering · #Numerical methods in inverse problems #Statistical and numerical algorithms #Sparse and Compressive Sensing Techniques
- Prediction-Only Distillation in Linear and Logistic Regression
2026/07/16 by Hien Dang, Pratik Patil, Alessandro Rinaldo
#math.ST #cs.LG #stat.ML #stat.TH
- Optimal Self-Distillation for Rectified Flow via Linear Probing
2026/07/16 by Saptarshi Roy, Debepsita Mukherjee, Pratik Patil
#stat.ML #cs.LG