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10 | 10 | </p> |
11 | 11 |
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12 | 12 | **ProxSuite** is a collection of open-source, numerically robuste, precise and efficient numerical solvers (e.g., LPs, QPs, etc.) rooted on revisited primal-dual proximal algorithms. |
13 | | -While the first targeted application is Robotics, **ProxSuite** can be used in other contextes without any limits. |
14 | 13 | Through **ProxSuite**, we aim at offering to the community scalable optimizers which can deal with dense, sparse or matrix-free problems. |
| 14 | +While the first targeted application is Robotics, **ProxSuite** can be used in other contextes without any limits. |
| 15 | + |
| 16 | +**ProxSuite** is actively developped and supported by the [Willow](https://www.di.ens.fr/willow/) and [Sierra](https://www.di.ens.fr/sierra/) research groups, joint research teams between [Inria](https://www.inria.fr/en), [École Normale Supérieure de Paris](https://www.ens.fr) and [Centre National de la Recherche Scientifique](https://www.cnrs.fr), localized in France. |
15 | 17 |
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16 | | -**ProxSuite** is actively developped and supported by the [Willow](https://www.di.ens.fr/willow/) and [Sierra](https://www.di.ens.fr/sierra/) research groups, joint research teams between [Inria](https://www.inria.fr/en), [École Normale Supérieure de Paris](https://www.ens.fr) and [Centre National de la Recherche Scientifique](https://www.cnrs.fr). |
| 18 | +**ProxSuite** is already integrated into: |
| 19 | +- [CVXPY](https://www.cvxpy.org/) modeling language for convex optimization problems, |
| 20 | +- [CasADi](https://web.casadi.org/)'s symbolic framework for numerical optimization in general and optimal control. ProxQP is available in CasADi as plugin to [solve quadratic programs](https://web.casadi.org/docs/#quadratic-programming), |
| 21 | +- [TSID](https://github.com/stack-of-tasks/tsid): robotic software for efficient robot inverse dynamics with contacts and based on [Pinocchio](https://github.com/stack-of-tasks/pinocchio). |
17 | 22 |
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18 | | -**ProxSuite** is integrated into: |
19 | | -- [CVXPY](https://www.cvxpy.org/) modeling language for convex optimization problems |
20 | | -- [CasADi](https://web.casadi.org/)'s symbolic framework for numerical optimization in general and optimal control. ProxQP is available in CasADi as plugin to [solve quadratic programs](https://web.casadi.org/docs/#quadratic-programming). |
| 23 | +We are ready to integrate **ProxSuite** within other optimization ecosystems. |
21 | 24 |
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22 | 25 | ## ProxSuite main features |
23 | 26 |
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