#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
Do iterates of the subgradient method converge for nonconvex, nonsmooth objectives? Yes, for tame/definable functions, covering most ML/AI training objectives. Check out our new preprint arxiv.org/abs/2511.06868 (w. my PhD student @MingzhiS13149) #nonconvex #optimization 1/3
'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
Honored to win the #IJCAI15 Distinguished Paper Award with our new approach to #nonconvex #optimization: homes.cs.washington.edu/~pedrod/papers…
Online Min-max Problems: Nonconvexity and Saddle Point openreview.net/forum?id=TdzQt… #optimal #optimization #nonconvex
#mdpisymmetry Check this published article "Minimization over Nonconvex Sets" at brnw.ch/21wTNH6 Authors: José Antonio Vilchez Membrilla et al. #nonconvex @univcadiz
http://www.kindbooks.net/inequality-problems-in-mechanics-and-applications-convex-and-nonconvex-energy-functions.html #nonconvex #energy
#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 ⬅️
Why go off the convex path? offconvex.github.io/2015/12/11/mis… #nonconvex #optimization #AI #BigData #MachineLearning
A #NonConvex #FractionalOrder #DifferentialEquation for Medical #ImageRestoration ✏️ Chenwei Li and Donghong Zhao 🔗 brnw.ch/21wVfYq Viewed: 1621; Cited: 6 #mdpisymmetry #medicalimages @USTB1952
Advances in Convex Analysis and Global Optimization buff.ly/2pJcqzO sdp #relaxation of #nonconvex quadratic programming #Lagrange
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
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
Great truncated icosidodecahedron #math #nonconvex #eulercharacteristic #coxecter #geometry instagram.com/p/bBRvnqvySI/
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
audience laughs as Chris makes the case for #matrixfactorization as Two layer nn with linear transfer #nonconvex #deeplearning
Do iterates of the subgradient method converge for nonconvex, nonsmooth objectives? Yes, for tame/definable functions, covering most ML/AI training objectives. Check out our new preprint arxiv.org/abs/2511.06868 (w. my PhD student @MingzhiS13149) #nonconvex #optimization 1/3
'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
Something went wrong.
Something went wrong.
United States Trends
- 1. #UFC322 78.7K posts
- 2. Kirby 16.9K posts
- 3. Prates 23K posts
- 4. Sark 4,828 posts
- 5. Georgia 79.4K posts
- 6. Leon 67.2K posts
- 7. Bo Nickal 6,383 posts
- 8. Ole Miss 10.1K posts
- 9. #GoDawgs 7,683 posts
- 10. Arch Manning 2,906 posts
- 11. Dillon Danis 4,393 posts
- 12. Bama 21.2K posts
- 13. Texas 187K posts
- 14. Ewing 6,923 posts
- 15. Gunner 5,256 posts
- 16. Lebby 1,209 posts
- 17. Ahmad Hardy N/A
- 18. #AEWCollision 9,552 posts
- 19. Shapen 1,026 posts
- 20. Bronny 7,886 posts