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A Survey of Recent Scalability Improvements for Semidefinite Programming
  with Applications in Machine Learning, Control, and Robotics
v1v2v3 (latest)

A Survey of Recent Scalability Improvements for Semidefinite Programming with Applications in Machine Learning, Control, and Robotics

14 August 2019
Anirudha Majumdar
G. Hall
Amir Ali Ahmadi
ArXiv (abs)PDFHTML

Papers citing "A Survey of Recent Scalability Improvements for Semidefinite Programming with Applications in Machine Learning, Control, and Robotics"

30 / 30 papers shown
BalLOT: Balanced $k$-means clustering with optimal transport
BalLOT: Balanced kkk-means clustering with optimal transport
Wenyan Luo
Dustin G. Mixon
OT
186
0
0
05 Dec 2025
Quantum thermodynamics and semi-definite optimization
Quantum thermodynamics and semi-definite optimization
Nana Liu
Michele Minervini
Dhrumil Patel
Mark M. Wilde
349
6
0
07 May 2025
An Overview of the Burer-Monteiro Method for Certifiable Robot Perception
An Overview of the Burer-Monteiro Method for Certifiable Robot Perception
Alan Papalia
Yulun Tian
David Rosen
Jonathan P. How
John Leonard
361
4
0
30 Sep 2024
Suboptimality bounds for trace-bounded SDPs enable a faster and scalable
  low-rank SDP solver SDPLR+
Suboptimality bounds for trace-bounded SDPs enable a faster and scalable low-rank SDP solver SDPLR+
Yufan Huang
D. Gleich
176
4
0
14 Jun 2024
SDPRLayers: Certifiable Backpropagation Through Polynomial Optimization Problems in Robotics
SDPRLayers: Certifiable Backpropagation Through Polynomial Optimization Problems in Robotics
Connor T. Holmes
Frederike Dumbgen
Tim D. Barfoot
520
6
0
29 May 2024
Learning Barrier-Certified Polynomial Dynamical Systems for Obstacle
  Avoidance with Robots
Learning Barrier-Certified Polynomial Dynamical Systems for Obstacle Avoidance with RobotsIEEE International Conference on Robotics and Automation (ICRA), 2024
Martin Schonger
Hugo Tadashi M. Kussaba
Lingyun Chen
Luis F. C. Figueredo
Abdalla Swikir
A. Billard
Sami Haddadin
275
4
0
13 Mar 2024
Towards Tight Convex Relaxations for Contact-Rich Manipulation
Towards Tight Convex Relaxations for Contact-Rich Manipulation
B. P. Graesdal
S. Y. C. Chia
Tobia Marcucci
Savva Morozov
Alexandre Amice
P. Parrilo
Russ Tedrake
407
30
0
15 Feb 2024
Grasp Force Optimization as a Bilinear Matrix Inequality Problem: A Deep
  Learning Approach
Grasp Force Optimization as a Bilinear Matrix Inequality Problem: A Deep Learning Approach
Hirakjyoti Basumatary
Daksh Adhar
Riddhiman Shaw
S. Hazarika
191
0
0
08 Dec 2023
Higher-Order Newton Methods with Polynomial Work per Iteration
Higher-Order Newton Methods with Polynomial Work per IterationAdvances in Mathematics (Adv. Math.), 2023
Amir Ali Ahmadi
A. Chaudhry
Jeffrey O. Zhang
259
12
0
10 Nov 2023
Rebalancing Social Feed to Minimize Polarization and Disagreement
Rebalancing Social Feed to Minimize Polarization and DisagreementInternational Conference on Information and Knowledge Management (CIKM), 2023
Federico Cinus
Aristides Gionis
Francesco Bonchi
158
14
0
28 Aug 2023
Combining DVL-INS and Laser-Based Loop Closures in a Batch Estimation
  Framework for Underwater Positioning
Combining DVL-INS and Laser-Based Loop Closures in a Batch Estimation Framework for Underwater PositioningIEEE Journal of Oceanic Engineering (IEEE J. Ocean. Eng.), 2023
Amro Al-Baali
Thomas Hitchcox
James R. Forbes
214
3
0
10 Jul 2023
Deep Causal Learning for Robotic Intelligence
Deep Causal Learning for Robotic IntelligenceFrontiers in Neurorobotics (Front. Neurorobot.), 2022
Yongqian Li
CML
325
9
0
23 Dec 2022
Parabolic Relaxation for Quadratically-constrained Quadratic Programming
  -- Part II: Theoretical & Computational Results
Parabolic Relaxation for Quadratically-constrained Quadratic Programming -- Part II: Theoretical & Computational Results
Ramtin Madani
Mersedeh Ashraphijuo
Mohsen Kheirandishfard
Alper Atamtürk
175
3
0
07 Aug 2022
Parabolic Relaxation for Quadratically-constrained Quadratic Programming
  -- Part I: Definitions & Basic Properties
Parabolic Relaxation for Quadratically-constrained Quadratic Programming -- Part I: Definitions & Basic Properties
Ramtin Madani
Mersedeh Ashraphijuo
Mohsen Kheirandishfard
Alper Atamtürk
179
1
0
07 Aug 2022
Accelerating Certifiable Estimation with Preconditioned Eigensolvers
Accelerating Certifiable Estimation with Preconditioned EigensolversIEEE Robotics and Automation Letters (RA-L), 2022
David M. Rosen
214
4
0
12 Jul 2022
Chordal Sparsity for Lipschitz Constant Estimation of Deep Neural
  Networks
Chordal Sparsity for Lipschitz Constant Estimation of Deep Neural NetworksIEEE Conference on Decision and Control (CDC), 2022
Anton Xue
Lars Lindemann
Avi Schwarzschild
Hamed Hassani
George J. Pappas
Rajeev Alur
272
17
0
02 Apr 2022
Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization
  Approach
Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization ApproachJournal of machine learning research (JMLR), 2021
Dimitris Bertsimas
Ryan Cory-Wright
Nicholas A. G. Johnson
468
18
0
26 Sep 2021
Computing Funnels Using Numerical Optimization Based Falsifiers
Computing Funnels Using Numerical Optimization Based FalsifiersIEEE International Conference on Robotics and Automation (ICRA), 2021
Jiří Fejlek
Stefan Ratschan
116
3
0
23 Sep 2021
Convex Iteration for Distance-Geometric Inverse Kinematics
Convex Iteration for Distance-Geometric Inverse KinematicsIEEE Robotics and Automation Letters (RA-L), 2021
Matthew Giamou
Filip Marić
David M. Rosen
Valentin Peretroukhin
Nicholas Roy
Ivan Petrović
Jonathan Kelly
459
31
0
08 Sep 2021
Advances in Trajectory Optimization for Space Vehicle Control
Advances in Trajectory Optimization for Space Vehicle ControlAnnual Reviews in Control (ARC), 2021
Danylo Malyuta
Yue Yu
Purnanand Elango
Behçet Açikmese
305
168
0
05 Aug 2021
Advances in Inference and Representation for Simultaneous Localization
  and Mapping
Advances in Inference and Representation for Simultaneous Localization and Mapping
David M. Rosen
Kevin Doherty
A. Espinoza
J. Leonard
328
82
0
08 Mar 2021
Fast semidefinite programming with feedforward neural networks
Fast semidefinite programming with feedforward neural networks
Tamás Kriváchy
Yu Cai
Joseph Bowles
D. Cavalcanti
N. Brunner
232
9
0
11 Nov 2020
Riemannian Langevin Algorithm for Solving Semidefinite Programs
Riemannian Langevin Algorithm for Solving Semidefinite Programs
Mufan Li
Murat A. Erdogdu
513
35
0
21 Oct 2020
Machine Learning in Event-Triggered Control: Recent Advances and Open
  Issues
Machine Learning in Event-Triggered Control: Recent Advances and Open IssuesIEEE Access (IEEE Access), 2020
Leila Sedghi
Zohaib Ijaz
Md. Noor-A.-Rahim
K. Witheephanich
Dirk Pesch
AI4CE
277
21
0
27 Sep 2020
Learning Dynamical Systems with Side Information
Learning Dynamical Systems with Side Information
Amir Ali Ahmadi
Bachir El Khadir
287
51
0
23 Aug 2020
Adaptive Regret for Control of Time-Varying Dynamics
Adaptive Regret for Control of Time-Varying DynamicsConference on Learning for Dynamics & Control (L4DC), 2020
Paula Gradu
Elad Hazan
Edgar Minasyan
434
54
0
08 Jul 2020
Hyperbolic Distance Matrices
Hyperbolic Distance Matrices
Puoya Tabaghi
Ivan Dokmanić
211
29
0
18 May 2020
Learning of Linear Dynamical Systems as a Non-Commutative Polynomial
  Optimization Problem
Learning of Linear Dynamical Systems as a Non-Commutative Polynomial Optimization ProblemIEEE Transactions on Automatic Control (TAC), 2020
Quan-Gen Zhou
Jakub Mareˇcek
560
3
0
04 Feb 2020
In Perfect Shape: Certifiably Optimal 3D Shape Reconstruction from 2D
  Landmarks
In Perfect Shape: Certifiably Optimal 3D Shape Reconstruction from 2D LandmarksComputer Vision and Pattern Recognition (CVPR), 2019
Heng Yang
Luca Carlone
3DV
267
37
0
27 Nov 2019
Learning chordal extensions
Learning chordal extensionsJournal of Global Optimization (J. Glob. Optim.), 2019
Sanjay Dominik Jena
Andrea Lodi
Mathieu Tanneau
131
9
0
16 Oct 2019
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