Naman Agarwal
- Benchmarking Neural Network Training Algorithms
2023/06/12 by George E. Dahl, Frank Schneider, Dahl, George E. +47 · 2 voices · 8 citations
Computer Science · Mathematics · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques #cs.LG #stat.ML
- cpSGD: Communication-efficient and differentially-private distributed SGD
2018/05/27 by Naman Agarwal, Ananda Theertha Suresh, Agarwal, Naman +7 · 7 citations
Computer Science · #Cooperative Communication and Network Coding #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Online Control with Adversarial Disturbances
2019/02/23 by Naman Agarwal, Brian Bullins, Agarwal, Naman +7 · 10 citations
Decision Sciences · Engineering · Physics and Astronomy · #Advanced Bandit Algorithms Research #Advanced Control Systems Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Adaptive regularization with cubics on manifolds
2020/05/13 by Naman Agarwal, Nicolas Boumal, Brian Bullins +1 · 5 citations
Computer Science · Engineering · Mathematics · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Advanced Optimization Algorithms Research
- The Price of Differential Privacy For Online Learning
2017/01/27 by Naman Agarwal, Karan Singh, Agarwal, Naman +1 · 3 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing
- Disentangling Adaptive Gradient Methods from Learning Rates
2020/02/26 by Naman Agarwal, Agarwal, Naman, Rohan Anil +7 · 4 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
- The Skellam Mechanism for Differentially Private Federated Learning
2021/10/11 by Naman Agarwal, Peter Kairouz, Agarwal, Naman +3 · 4 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Probability (math.PR)
- Adaptive Gradient Methods at the Edge of Stability
2022/07/29 by Jeremy M. Cohen, Behrooz Ghorbani, Cohen, Jeremy M. +19 · 4 citations
Computer Science · Engineering · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- The Bayesian Geometry of Transformer Attention
2025/12/27 by Naman Agarwal, Siddhartha R. Dalal, Vishal Misra · 3 voices
#cs.LG #cs.AI #stat.ML
- Learning in Non-convex Games with an Optimization Oracle
2018/10/17 by Naman Agarwal, Alon Gonen, Agarwal, Naman +3 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Towards Quantifying the Preconditioning Effect of Adam
2024/02/11 by Rudrajit Das, Naman Agarwal, Das, Rudrajit +5 · 2 citations
Materials Science · #FOS: Computer and information sciences #FOS: Mathematics #High voltage insulation and dielectric phenomena #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
- Leverage Score Sampling for Faster Accelerated Regression and ERM
2017/11/22 by Naman Agarwal, Sham M. Kakade, Agarwal, Naman +9 · 2 citations
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Matrix Theory and Algorithms
- How far away are truly hyperparameter-free learning algorithms?
2025/05/29 by Priya Kasimbeg, Vincent Roulet, Kasimbeg, Priya +11 · 1 voice · 1 citation
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Neural Networks and Applications #cs.LG
- Quadratic Axion Couplings in String Theory
2026/07/29 by Naman Agarwal, Andrew R. Frey, Ratul Mahanta +1
Physics and Astronomy · #astro-ph.CO #gr-qc #hep-ph #hep-th