Swenson, Brian

1. Revisiting Normalized Gradient Descent: Fast Evasion of Saddle Points
   2017/11/14 by Ryan Murray, Murray, Ryan, Brian R. Swenson +3 · 3 citations
   Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
2. AircraftVerse: A Large-Scale Multimodal Dataset of Aerial Vehicle Designs
   2023/06/08 by Adam D. Cobb, Anirban Roy, Cobb, Adam D. +21 · 4 citations
   Environmental Science · #Advanced Aircraft Design and Technologies
3. Distributed Stochastic Gradient Descent: Nonconvexity, Nonsmoothness, and Convergence to Local Minima
   2020/03/05 by Brian R. Swenson, Swenson, Brian, Ryan Murray +6 · 2 citations
   Computer Science · Engineering · Medicine · #Advanced Neuroimaging Techniques and Applications #Distributed Control Multi-Agent Systems #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
4. Annealing for Distributed Global Optimization
   2019/03/18 by Swenson, Brian, Kar, Soummya, Poor, H. Vincent +1 · 1 citation
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC)
5. Distributed Gradient Descent: Nonconvergence to Saddle Points and the\n Stable-Manifold Theorem
   2019/08/07 by Brian R. Swenson, Swenson, Brian, Ryan Murray +5 · 1 citation
   Computer Science · Mathematics · #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Multiagent Systems (cs.MA) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
6. On Distributed Stochastic Gradient Algorithms for Global Optimization
   2019/10/21 by Swenson, Brian, Sridhar, Anirudh, Poor, H. Vincent · 1 citation
   #FOS: Computer and information sciences #FOS: Mathematics #Multiagent Systems (cs.MA) #Optimization and Control (math.OC)
7. Distributed Gradient Methods for Nonconvex Optimization: Local and Global Convergence Guarantees
   2020/03/23 by Swenson, Brian, Kar, Soummya, Poor, H. Vincent +2 · 1 citation
   #FOS: Mathematics #Optimization and Control (math.OC)