Sonthalia, Rishi

18 publications

ALT 2025 Error Dynamics of Mini-Batch Gradient Descent with Random Reshuffling for Least Squares Regression Jackie Lok, Rishi Sonthalia, Elizaveta Rebrova

NeurIPS 2025 Low Rank Gradients and Where to Find Them Rishi Sonthalia, Michael Murray, Guido Montufar

ICML 2025 Universal Approximation of Mean-Field Models via Transformers Shiba Biswal, Karthik Elamvazhuthi, Rishi Sonthalia

TMLR 2024 Double Descent and Overfitting Under Noisy Inputs and Distribution Shift for Linear Denoisers Chinmaya Kausik, Kashvi Srivastava, Rishi Sonthalia

NeurIPS 2024 Least Squares Regression Can Exhibit Under-Parameterized Double Descent Xinyue Li, Rishi Sonthalia

AISTATS 2024 Near-Interpolators: Rapid Norm Growth and the Trade-Off Between Interpolation and Generalization Yutong Wang, Rishi Sonthalia, Wei Hu

NeurIPSW 2024 RelWire: Metric Based Rewiring Rishi Sonthalia, Anna Gilbert, Matthew Durham

ICMLW 2024 The Optimization Landscape of Spectral Neural Network Chenghui Li, Rishi Sonthalia, Nicolas Garcia Trillos

NeurIPSW 2023 Denoising Low-Rank Data Under Distribution Shift: Double Descent and Data Augmentation Chinmaya Kausik, Kashvi Srivastava, Rishi Sonthalia

NeurIPSW 2023 Near-Interpolators: Fast Norm Growth and Tempered Near-Overfitting Yutong Wang, Rishi Sonthalia, Wei Hu

NeurIPSW 2023 RelWire: Metric Based Graph Rewiring Rishi Sonthalia, Anna Gilbert, Matthew Durham

TMLR 2023 Training Data Size Induced Double Descent for Denoising Feedforward Neural Networks and the Role of Training Noise Rishi Sonthalia, Raj Rao Nadakuditi

NeurIPSW 2023 Under-Parameterized Double Descent for Ridge Regularized Least Squares Denoising of Data on a Line Rishi Sonthalia, Xinyue Li, Bochao Gu

ICLRW 2022 CubeRep: Learning Relations Between Different Views of Data Rishi Sonthalia, Anna Gilbert, Matthew Durham

NeurIPSW 2022 Hyperbolic and Mixed Geometry Graph Neural Networks Xinyue Cui, Rishi Sonthalia

JMLR 2022 Project and Forget: Solving Large-Scale Metric Constrained Problems Rishi Sonthalia, Anna C. Gilbert

NeurIPS 2021 How Can Classical Multidimensional Scaling Go Wrong? Rishi Sonthalia, Greg Van Buskirk, Benjamin Raichel, Anna Gilbert

NeurIPS 2020 Tree! I Am No Tree! I Am a Low Dimensional Hyperbolic Embedding Rishi Sonthalia, Anna Gilbert