Nimit S. Sohoni
- Low-Memory Neural Network Training: A Technical Report
2019/04/24 by Nimit S. Sohoni, Christopher R. Aberger, Sohoni, Nimit S. +7 · 2 voices · 5 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning
- Correct-N-Contrast: A Contrastive Approach for Improving Robustness to Spurious Correlations
2022/03/03 by Michael Zhang, Zhang, Michael, Nimit S. Sohoni +7 · 13 citations
Computer Science · #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning #Anomaly Detection Techniques and Applications
- Near-Optimal Methods for Minimizing Star-Convex Functions and Beyond
2019/06/27 by Oliver Hinder, Aaron Sidford, Hinder, Oliver +3 · 7 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #Computational Complexity (cs.CC) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Monarch: Expressive Structured Matrices for Efficient and Accurate Training
2022/04/01 by Tri Dao, Beidi Chen, Dao, Tri +17 · 9 citations
Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Parallel Computing and Optimization Techniques
- Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
2020/12/29 by Tri Dao, Dao, Tri, Nimit S. Sohoni +13 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Speech Recognition and Synthesis #Stochastic Gradient Optimization Techniques