Courtney Paquette

1. Efficiency of minimizing compositions of convex functions and smooth\n maps
   2016/04/30 by Dmitriy Drusvyatskiy, Drusvyatskiy, Dmitriy, Courtney Paquette +1 · 12 citations
   Computer Science · Engineering · Mathematics · #90C06 #90C25 #90C30 #97N60 #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques
2. 4+3 Phases of Compute-Optimal Neural Scaling Laws
   2024/05/23 by Elliot Paquette, Paquette, Elliot, Courtney Paquette +5 · 21 citations
   Computer Science · #Neural Networks and Applications
3. SGD in the Large: Average-case Analysis, Asymptotics, and Stepsize Criticality
   2021/02/08 by Courtney Paquette, Kiwon Lee, Paquette, Courtney +5 · 4 citations
   Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Probability (math.PR) #Random Matrices and Applications #Stochastic Gradient Optimization Techniques
4. Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories of SGD in High Dimensions
   2022/06/15 by Courtney Paquette, Elliot Paquette, Paquette, Courtney +5 · 4 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Probability (math.PR) #Single-cell and spatial transcriptomics #Statistics Theory (math.ST) #Stochastic Gradient Optimization Techniques
5. Implicit Diffusion: Efficient Optimization through Stochastic Sampling
   2024/02/08 by Pierre Marion, Anna Korba, Marion, Pierre +16 · 2 voices · 2 citations
   Computer Science · #Neural Networks and Applications
6. Halting Time is Predictable for Large Models: A Universality Property and Average-case Analysis
   2020/06/08 by Courtney Paquette, Paquette, Courtney, Bart van Merriënboer +5 · 1 citation
   Computer Science · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
7. Dynamics of Stochastic Momentum Methods on Large-scale, Quadratic Models
   2021/06/07 by Courtney Paquette, Elliot Paquette, Paquette, Courtney +1 · 1 citation
   Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Probability (math.PR) #Random Matrices and Applications #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques