Jain, Prateek
133 publications
AISTATS
2024
Sample-Efficient Personalization: Modeling User Parameters as Low Rank Plus Sparse Components
NeurIPS
2023
Blocked Collaborative Bandits: Online Collaborative Filtering with Per-Item Budget Constraints
NeurIPS
2023
Label Robust and Differentially Private Linear Regression: Computational and Statistical Efficiency
NeurIPS
2021
Near-Optimal Offline and Streaming Algorithms for Learning Non-Linear Dynamical Systems
AISTATS
2019
Globally-Convergent Iteratively Reweighted Least Squares for Robust Regression Problems
NeurIPS
2018
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network
NeurIPS
2018
Multiple Instance Learning for Efficient Sequential Data Classification on Resource-Constrained Devices
COLT
2018
Smoothed Analysis for Low-Rank Solutions to Semidefinite Programs in Quadratic Penalty Form
AAAI
2017
Scalable Optimization of Multivariate Performance Measures in Multi-Instance Multi-Label Learning
AISTATS
2016
Tensor vs. Matrix Methods: Robust Tensor Decomposition Under Block Sparse Perturbations