#nonconvex search results
How does training time in #deeplearning depend on the learning rate? A new paper (arxiv.org/pdf/2004.06977…) uncovers a fundamental *distinction* between #nonconvex and convex problems from this viewpoint, showing why learning rate decay is *more* powerful in nonconvex settings.
The Goldilocks zone: Empirical exploration of the structure of the neural network loss landscapes today at the #nonconvex workshop at #icml18, room A6. Full paper: arxiv.org/abs/1807.02581 Come by if you're around.
Join @kaust_corelabs & Prof. Tong Zhang's Machine Learning Hub Lectures tomorrow and learn more about Modern Techniques of Statistical #Optimization including #nonconvex stochastic optimization, distributed training, #adversarial attack and #generative model
'A New Random Reshuffling Method for Nonsmooth Nonconvex Finite-sum Optimization', by Junwen Qiu, Xiao Li, Andre Milzarek. jmlr.org/papers/v26/24-… #complexity #iterations #nonconvex
Caterina Tamburini presents a #nonlinear approach for the #optimization of Smart Energy Systems. A mixed integer nonlinear and #nonconvex optimization model to solve the short term UC problem. #smartenergysystems #ODS2023 #Optit @ODS2023
Online Min-max Problems: Nonconvexity and Saddle Point openreview.net/forum?id=TdzQt… #optimal #optimization #nonconvex
#AIUK Fringe is here! 🎉 Why not join us in person or online for the Accelerating #GenerativeModels + #Nonconvex Optimisation workshop? Discover the full range of AI UK Fringe events & see what’s happening near you ➡️ bit.ly/3ZLZ9FI ⬅️
#mdpisymmetry Check this published article "Minimization over Nonconvex Sets" at brnw.ch/21wTNH6 Authors: José Antonio Vilchez Membrilla et al. #nonconvex @univcadiz
Honored to win the #IJCAI15 Distinguished Paper Award with our new approach to #nonconvex #optimization: homes.cs.washington.edu/~pedrod/papers…
Advances in Convex Analysis and Global Optimization buff.ly/2pJcqzO sdp #relaxation of #nonconvex quadratic programming #Lagrange
A #NonConvex #FractionalOrder #DifferentialEquation for Medical #ImageRestoration ✏️ Chenwei Li and Donghong Zhao 🔗 brnw.ch/21wVfYq Viewed: 1621; Cited: 6 #mdpisymmetry #medicalimages @USTB1952
http://www.kindbooks.net/inequality-problems-in-mechanics-and-applications-convex-and-nonconvex-energy-functions.html #nonconvex #energy
Adaptive Gradient Normalization and Independent Sampling for (Stochastic) Generalized-Smooth Opti... Yufeng Yang, Erin E. Tripp, Yifan Sun, Shaofeng Zou, Yi Zhou. Action editor: Sebastian Stich. openreview.net/forum?id=KKSQQ… #normalization #nonconvex #normalized
'Scaled Conjugate Gradient Method for Nonconvex Optimization in Deep Neural Networks', by Naoki Sato, Koshiro Izumi, Hideaki Iiduka. jmlr.org/papers/v25/22-… #adversarial #inception #nonconvex
Thx @KirkDBorne. COLD-START PROBLEM – #MACHINELEARNING EXAMPLES. "#NONCONVEX OPTIMIZATION, where the objective function has many hills and valleys, so that gradient descent and hill-climbing will typically converge only to a loc…lnkd.in/egtySGW lnkd.in/ebsnNkd
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Data Scientist’s Dilemma: The Cold Start Problem – Ten Machine Learning Examples
The ancient philosopher Confucius has been credited with saying “study your past to know your future.” This wisdom applies not only to life but to machine learning also.
#Master #Nonconvex marshut.net/kphuxr/gatekee… Gatekeeper Review Summary
If you run a policy gradient method on a complex environment and each time you get a different result, it is not weird at all, in fact it is just normal. Please stop expecting them to do what they haven’t promised you, lol 😂 #DeepRL #nonconvex #stochasticOptimization
Why go off the convex path? offconvex.github.io/2015/12/11/mis… #nonconvex #optimization #AI #BigData #MachineLearning
Great truncated icosidodecahedron #math #nonconvex #eulercharacteristic #coxecter #geometry instagram.com/p/bBRvnqvySI/
'A New Random Reshuffling Method for Nonsmooth Nonconvex Finite-sum Optimization', by Junwen Qiu, Xiao Li, Andre Milzarek. jmlr.org/papers/v26/24-… #complexity #iterations #nonconvex
Adaptive Gradient Normalization and Independent Sampling for (Stochastic) Generalized-Smooth Opti... Yufeng Yang, Erin E. Tripp, Yifan Sun, Shaofeng Zou, Yi Zhou. Action editor: Sebastian Stich. openreview.net/forum?id=KKSQQ… #normalization #nonconvex #normalized
A #NonConvex #FractionalOrder #DifferentialEquation for Medical #ImageRestoration ✏️ Chenwei Li and Donghong Zhao 🔗 brnw.ch/21wVfYq Viewed: 1621; Cited: 6 #mdpisymmetry #medicalimages @USTB1952
#mdpisymmetry Check this published article "Minimization over Nonconvex Sets" at brnw.ch/21wTNH6 Authors: José Antonio Vilchez Membrilla et al. #nonconvex @univcadiz
Adaptive Gradient Normalization and Independent Sampling for (Stochastic) Generalized-Smooth Optimization openreview.net/forum?id=KKSQQ… #normalization #nonconvex #normalized
'Scaled Conjugate Gradient Method for Nonconvex Optimization in Deep Neural Networks', by Naoki Sato, Koshiro Izumi, Hideaki Iiduka. jmlr.org/papers/v25/22-… #adversarial #inception #nonconvex
'A projected semismooth Newton method for a class of nonconvex composite programs with strong prox-regularity', by Jiang Hu, Kangkang Deng, Jiayuan Wu, Quanzheng Li. jmlr.org/papers/v25/23-… #optimization #nonconvex #semismoothness
On the Convergence of Adaptive Gradient Methods for Nonconvex Optimization Dongruo Zhou, Jinghui Chen, Yuan Cao, Ziyan Yang, Quanquan Gu. Action editor: Peter Richtárik. openreview.net/forum?id=Gh0cx… #gradient #adaptive #nonconvex
Diving into Nonconvex Quadratic Optimization! Our paper reveals it is an Adjustable Robust Optimization problem with RHS uncertainty. Missed any related work? Let us know! optimization-online.org/2024/01/quadra… #optimization #nonconvex
New optimization method converges globally for nonconvex objectives, yet recovers standard L-BFGS locally via cautious updating approach. #optimization #LBFGS #nonconvex Read more: bulletpape.rs/VWf3Ahc
On the Convergence of Adaptive Gradient Methods for Nonconvex Optimization openreview.net/forum?id=Gh0cx… #gradient #adaptive #nonconvex
Caterina Tamburini presents a #nonlinear approach for the #optimization of Smart Energy Systems. A mixed integer nonlinear and #nonconvex optimization model to solve the short term UC problem. #smartenergysystems #ODS2023 #Optit @ODS2023
Online Min-max Problems with Non-convexity and Non-stationarity Yu Huang, Yuan Cheng, Yingbin Liang, Longbo Huang. Action editor: Lijun Zhang. openreview.net/forum?id=TdzQt… #optimal #optimization #nonconvex
Last Friday’s #AIUK Fringe workshop on accelerating #GenerativeModels + #Nonconvex Optimisation was a great success; thank you to everybody who took part. Did you know there is funding available to tackle new challenges? Find out more: turing.ac.uk/tmcf2023
Online Min-max Problems: Nonconvexity and Saddle Point openreview.net/forum?id=TdzQt… #optimal #optimization #nonconvex
#AIUK Fringe is here! 🎉 Why not join us in person or online for the Accelerating #GenerativeModels + #Nonconvex Optimisation workshop? Discover the full range of AI UK Fringe events & see what’s happening near you ➡️ bit.ly/3ZLZ9FI ⬅️
#Datascience nugget about SVD/PCA: These methods are #nonconvex, usually meaning they converge to different solutions w/ different parameter inits. They can however be solved using convex optimization (due to Langrangian duality gap =0). @dohmatobelvis @gabrielpeyre @agramfort
How does training time in #deeplearning depend on the learning rate? A new paper (arxiv.org/pdf/2004.06977…) uncovers a fundamental *distinction* between #nonconvex and convex problems from this viewpoint, showing why learning rate decay is *more* powerful in nonconvex settings.
Join @kaust_corelabs & Prof. Tong Zhang's Machine Learning Hub Lectures tomorrow and learn more about Modern Techniques of Statistical #Optimization including #nonconvex stochastic optimization, distributed training, #adversarial attack and #generative model
The Goldilocks zone: Empirical exploration of the structure of the neural network loss landscapes today at the #nonconvex workshop at #icml18, room A6. Full paper: arxiv.org/abs/1807.02581 Come by if you're around.
Online Min-max Problems: Nonconvexity and Saddle Point openreview.net/forum?id=TdzQt… #optimal #optimization #nonconvex
A #NonConvex #FractionalOrder #DifferentialEquation for Medical #ImageRestoration ✏️ Chenwei Li and Donghong Zhao 🔗 brnw.ch/21wVfYq Viewed: 1621; Cited: 6 #mdpisymmetry #medicalimages @USTB1952
#mdpisymmetry Check this published article "Minimization over Nonconvex Sets" at brnw.ch/21wTNH6 Authors: José Antonio Vilchez Membrilla et al. #nonconvex @univcadiz
Caterina Tamburini presents a #nonlinear approach for the #optimization of Smart Energy Systems. A mixed integer nonlinear and #nonconvex optimization model to solve the short term UC problem. #smartenergysystems #ODS2023 #Optit @ODS2023
#AIUK Fringe is here! 🎉 Why not join us in person or online for the Accelerating #GenerativeModels + #Nonconvex Optimisation workshop? Discover the full range of AI UK Fringe events & see what’s happening near you ➡️ bit.ly/3ZLZ9FI ⬅️
Advances in Convex Analysis and Global Optimization buff.ly/2pJcqzO sdp #relaxation of #nonconvex quadratic programming #Lagrange
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