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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers

As of 21 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2607.17772.

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measured 58 of 58 reference resolution

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Pith citing papers itemized under the disclosed page cap.

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58 of 58 outbound references displayed

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Outbound references

Observation e5f3fb0d-8cd6-4c48-81bf-af682c613cfb · outbound

This paper cites Directional necessary optimality conditions for bilevel programs.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Directional necessary optimality conditions for bilevel programs

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Observation b525e388-16ac-47bc-8528-06d8aac1ce55 · outbound

This paper cites Optimality conditions for bilevel programmes via Moreau envelope reformulation.Optimization, 74(12):2685–2719, 2025.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Optimality conditions for bilevel programmes via Moreau envelope reformulation.Optimization, 74(12):2685–2719, 2025

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Observation 0119e753-38d1-431b-a605-7c12176291f7 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Unresolved cited work

Reference 3

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This paper cites Springer, New York, 1998.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Springer, New York, 1998

Reference 4

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Observation 460d89b1-f5e6-4c7c-88cb-51ad7f5e7fbd · outbound

This paper cites SIAM, Philadelphia, 2017.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers SIAM, Philadelphia, 2017

Reference 5

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Observation e7084e9d-2e0e-4b6f-b6a7-5c3f6d12c1b7 · outbound

This paper cites Bennett, Gautam Kunapuli, Jing Hu, and Jong-Shi Pang.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Bennett, Gautam Kunapuli, Jing Hu, and Jong-Shi Pang

Reference 6

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Observation 40b03a6a-b73d-4ce0-a16b-a5e691372283 · outbound

This paper cites Fr´ ed´ eric Bonnans and Alexander Shapiro.Perturbation analysis of optimization problems.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Fr´ ed´ eric Bonnans and Alexander Shapiro.Perturbation analysis of optimization problems

Reference 7

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Observation f88c22c8-e724-41e7-9bd1-e3dc9f376516 · outbound

This paper cites An overview of bilevel optimization.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers An overview of bilevel optimization

Reference 8

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Observation 731a1a70-fbbb-4bba-9bae-c44b2fa9ba6e · outbound

This paper cites Springer, New York, 2002.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Springer, New York, 2002

Reference 9

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Observation 4dd6c536-c206-4fd0-b7a7-abd875a686cb · outbound

This paper cites Is bilevel programming a special case of a mathematical program with complementarity constraints?Mathematical Programming, 131(1):37–48, 2012.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Is bilevel programming a special case of a mathematical program with complementarity constraints?Mathematical Programming, 131(1):37–48, 2012

Reference 10

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Observation f5a8404e-8bec-4a11-bf88-4a8c7d15b30f · outbound

This paper cites Duality-based single-level reformulations of bilevel op- timization problems.Journal of Optimization Theory and Applications, 205(2):26, 2025.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Duality-based single-level reformulations of bilevel op- timization problems.Journal of Optimization Theory and Applications, 205(2):26, 2025

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Observation c78daafd-d32f-4f5d-a93e-ae57c6eef0b5 · outbound

This paper cites On the Karush–Kuhn–Tucker reformulation of the bilevel optimization problem.Nonlinear Analysis: Theory, Methods & Applications, 75(3):1202–1218, 2012.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers On the Karush–Kuhn–Tucker reformulation of the bilevel optimization problem.Nonlinear Analysis: Theory, Methods & Applications, 75(3):1202–1218, 2012

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Observation a4617fe6-7987-437a-909f-6dbbe11c3e7c · outbound

This paper cites The bilevel programming problem: reformulations, constraint qualifications and optimality conditions.Mathematical Programming, 138(1):447– 473, 2013.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers The bilevel programming problem: reformulations, constraint qualifications and optimality conditions.Mathematical Programming, 138(1):447– 473, 2013

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Observation ac266e18-1ac1-4eb1-bbbc-ab8717c304fa · outbound

This paper cites Springer, Cham, 2020.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Springer, Cham, 2020

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Observation d59703a8-5005-4133-848b-0b94380be2d4 · outbound

This paper cites On M-stationary points for mathematical programs with equilibrium constraints.Journal of Mathematical Analysis and Applications, 310(1):286– 302, 2005.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers On M-stationary points for mathematical programs with equilibrium constraints.Journal of Mathematical Analysis and Applications, 310(1):286– 302, 2005

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Observation 640d7f8b-e5cd-470e-bfa1-2c192803b9e9 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Bilevel programming for hyperparameter optimization and meta-learning

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Observation 16fba251-d799-4889-8466-dab39d15fe10 · outbound

This paper cites Value function based difference-of-convex algorithm for bilevel hyperparameter selection problems.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Value function based difference-of-convex algorithm for bilevel hyperparameter selection problems

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Observation 51105612-a662-477a-b88f-c075d2c2a8c6 · outbound

This paper cites Moreau envelope-based difference of weakly convex reformulation and algorithm for bilevel programs.Journal of the Operations Research Society of China, pages 1–37, 2026.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Moreau envelope-based difference of weakly convex reformulation and algorithm for bilevel programs.Journal of the Operations Research Society of China, pages 1–37, 2026

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Observation 41b757e4-0ad8-4421-b036-1737725bbe95 · outbound

This paper cites Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problems.Journal of Global Optimization, 92(3):569–614, 2025.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problems.Journal of Global Optimization, 92(3):569–614, 2025

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Observation 9a7f67f5-24eb-4151-9540-0702dd0fd215 · outbound

This paper cites Multiplier and gradient methods.Journal of Optimization Theory and Applications, 4(5):303–320, 1969.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Multiplier and gradient methods.Journal of Optimization Theory and Applications, 4(5):303–320, 1969

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Observation 43226f9e-1037-4768-91b0-a966a9347766 · outbound

This paper cites An improved unconstrained ap- proach for bilevel optimization.SIAM Journal on Optimization, 33(4):2801–2829, 2023.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers An improved unconstrained ap- proach for bilevel optimization.SIAM Journal on Optimization, 33(4):2801–2829, 2023

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Observation 6f55bbed-4195-4f5e-92df-2c89e8c8412b · outbound

This paper cites A Barrier Function Approach for Bilevel Optimization with Coupled Lower-Level Constraints: Formulation, Approximation and Algorithms.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers A Barrier Function Approach for Bilevel Optimization with Coupled Lower-Level Constraints: Formulation, Approximation and Algorithms

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Observation 88750212-0878-4718-969e-8b1c7c366651 · outbound

This paper cites Approximate stationarity in disjunctive optimization: concepts, qualification conditions, and application to MPCCs.Set-Valued and Variational Analysis, 33(4):48, 2025.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Approximate stationarity in disjunctive optimization: concepts, qualification conditions, and application to MPCCs.Set-Valued and Variational Analysis, 33(4):48, 2025

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Observation 409ab48a-2c83-4452-bdc8-f9ee933c9c11 · outbound

This paper cites A new regularization method for mathematical programs with complementarity constraints with strong convergence properties.SIAM Journal on Optimization, 23(2):770–798, 2013.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers A new regularization method for mathematical programs with complementarity constraints with strong convergence properties.SIAM Journal on Optimization, 23(2):770–798, 2013

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Observation a840d75a-7848-4bf5-bc50-33303995cc42 · outbound

This paper cites Linearly constrained bilevel optimization: A smoothed implicit gradient ap- proach.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Linearly constrained bilevel optimization: A smoothed implicit gradient ap- proach

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Observation 95a151e2-8e79-4b9e-9b9b-ff19bb42807c · outbound

This paper cites First-order methods for linearly constrained bilevel optimization.Advances in Neural Information Pro- cessing Systems, 37:141417–141460, 2024.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers First-order methods for linearly constrained bilevel optimization.Advances in Neural Information Pro- cessing Systems, 37:141417–141460, 2024

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Observation b041459c-9ad6-4436-8462-3d0fa72fecb5 · outbound

This paper cites A fully first-order method for stochastic bilevel optimization.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers A fully first-order method for stochastic bilevel optimization

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Observation 169ecd9f-ae41-4a08-b571-b0b71385d011 · outbound

This paper cites On penalty methods for nonconvex bilevel optimization and first-order stochastic approximation.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers On penalty methods for nonconvex bilevel optimization and first-order stochastic approximation

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Observation bac294dd-19f9-4b2a-bdc2-35102caeb5bb · outbound

This paper cites Bilevel hyperparameter optimization for support vector classification: theoretical analysis and a solution method.Mathematical Methods of Operations Research, 96(3):315–350, 2022.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Bilevel hyperparameter optimization for support vector classification: theoretical analysis and a solution method.Mathematical Methods of Operations Research, 96(3):315–350, 2022

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Observation 6bed0dee-c586-463c-b319-2b4f21da4ffe · outbound

This paper cites BOME! Bilevel optimiza- tion made easy: A simple first-order approach.Advances in Neural Information Processing Systems, 35:17248–17262, 2022.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers BOME! Bilevel optimiza- tion made easy: A simple first-order approach.Advances in Neural Information Processing Systems, 35:17248–17262, 2022

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Observation 47ba4de4-7e5e-41c9-99fe-3817f0c63324 · outbound

This paper cites Moreau envelope for noncon- vex bi-level optimization: A single-loop and Hessian-free solution strategy.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Moreau envelope for noncon- vex bi-level optimization: A single-loop and Hessian-free solution strategy

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Observation eedc9a17-9983-4779-adbe-8da90df3ceca · outbound

This paper cites TSP: A two-sided smoothed primal-dual method for nonconvex bilevel optimiza- tion.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers TSP: A two-sided smoothed primal-dual method for nonconvex bilevel optimiza- tion

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Observation 89370b4f-77da-4986-b797-94d1bc711ed2 · outbound

This paper cites First-order penalty methods for bilevel optimization.SIAM Journal on Optimization, 34(2):1937–1969, 2024.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers First-order penalty methods for bilevel optimization.SIAM Journal on Optimization, 34(2):1937–1969, 2024

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Observation 3efc41dd-f0a2-4d33-a9fb-aa737c288b85 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Cambridge University Press, 1996

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Observation fdf78bb4-beb7-48ec-9edb-89607c48d6a6 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Asymptotic regularity for Lipschitzian nonlinear optimization problems with applications to complementarity constrained and bilevel programming.Optimization, 72(1):277–320, 2023

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Proximit´ e et dualit´ e dans un espace hilbertien.Bulletin de la Soci´ et´ e Math´ ematique de France, 93:273–299, 1965

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Observation 615755d2-ed35-427f-a74d-79ee44253e18 · outbound

This paper cites An augmented Lagrangian value function method for lower-level constrained stochastic bilevel optimization.arXiv preprint arXiv:2509.24249, 2025.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers An augmented Lagrangian value function method for lower-level constrained stochastic bilevel optimization.arXiv preprint arXiv:2509.24249, 2025

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Observation d7d8a8ac-9bde-4ba0-84d1-a0445e6bfb30 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers On the numerical solution of a class of Stackelberg problems.Zeitschrift f¨ ur Operations Research, 34(4):255–277, 1990

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Observation e8025e21-cc8f-40d9-9da6-325c72edd049 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Optimality conditions for a class of mathematical programs with equilibrium constraints.Mathematics of Operations Research, 24(3):627–644, 1999

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Observation 7d35fa26-ba12-4f2f-a9ee-aa7f26402692 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers A method for nonlinear constraints in minimization problems

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Observation eb2e8de9-afee-4c73-a19a-186e450124a3 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Augmented Lagrangians and applications of the proximal point algo- rithm in convex programming.Mathematics of Operations Research, 1(2):97–116, 1976

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Observation 818d55fb-9167-4544-b76f-d4e2d6d2ae0a · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Tyrrell Rockafellar and Roger J.-B

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Observation 9e69f0c2-7c8a-4e47-a3ec-c038a53484e5 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Mathematical programs with complementarity constraints: Stationarity, optimality, and sensitivity.Mathematics of Operations Research, 25(1):1–22, 2000

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Observation 4e126c1e-8e5b-426b-8e07-0d776a8c68b9 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers On penalty-based bilevel gradient descent method

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Observation 8a1e055e-39dd-420b-8a60-6240bbeb131e · outbound

This paper cites On penalty-based bilevel gradient descent method.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers On penalty-based bilevel gradient descent method

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Observation 4a1db1b4-4d36-4728-918c-92854b1b5321 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Double momentum method for lower-level constrained bilevel optimization

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Observation 94bac8ff-702d-49e4-b82b-d4005902a1ed · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers A Primal-Dual Approach to Bilevel Optimization with Multiple Inner Minima

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Observation 425bd408-8a2c-4072-b8d6-8522926a48d7 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Alternating projected SGD for equality- constrained bilevel optimization

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Observation 9b4009c2-641b-4537-8e17-4d52f2246784 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers First-order federated bilevel learning

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Observation 5408b538-0f80-4ca8-b71f-656e51253af9 · outbound

This paper cites Overcoming lower-level constraints in bilevel optimization: A novel approach with regularized gap functions.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Overcoming lower-level constraints in bilevel optimization: A novel approach with regularized gap functions

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Observation 30a07bc6-fbb4-42ef-a745-b9b86adb15f8 · outbound

This paper cites Constrained bi-level optimization: Proximal Lagrangian value function approach and Hessian-free algorithm.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Constrained bi-level optimization: Proximal Lagrangian value function approach and Hessian-free algorithm

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Observation ddab09b7-dbb6-432a-b5b2-e9aaf2e9709b · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Optimality conditions for optimization problems with complementarity constraints

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Observation 7669d9ab-3b94-4226-85b4-e59712b3e6bd · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Constraint qualifications and necessary optimality conditions for optimization problems with variational inequality constraints.SIAM Journal on Optimization, 10(4):943– 962, 2000

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Observation 595bd892-26f8-43ac-9f4a-256ab462a064 · outbound

This paper cites Necessary and sufficient optimality conditions for mathematical programs with equilibrium constraints.Journal of Mathematical Analysis and Applications, 307(1):350–369, 2005.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Necessary and sufficient optimality conditions for mathematical programs with equilibrium constraints.Journal of Mathematical Analysis and Applications, 307(1):350–369, 2005

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Observation 023a61b3-3bca-4182-9b56-0a5731aceda7 · outbound

This paper cites Constraint qualifications and optimality conditions in bilevel optimization.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Constraint qualifications and optimality conditions in bilevel optimization

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Observation 6c3042b4-6dcb-4b2c-b1cb-8b1bbdb12b07 · outbound

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Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Optimality conditions for bilevel programming problems.Optimiza- tion, 33(1):9–27, 1995

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Observation 9f6efe9b-ee9a-4480-9dd5-8f39df03ac6a · outbound

This paper cites New necessary optimality conditions for bilevel programs by com- bining the MPEC and value function approaches.SIAM Journal on Optimization, 20(4):1885– 1905, 2010.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers New necessary optimality conditions for bilevel programs by com- bining the MPEC and value function approaches.SIAM Journal on Optimization, 20(4):1885– 1905, 2010

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Observation 1cb74e7d-eaa0-4af1-b5a2-a2db283a24b1 · outbound

This paper cites Federated stochastic bilevel optimization with fully first-order gradients.

Limiting Stationarity of Regularized Gap-Function Reformulations for Bilevel Optimization with Unbounded Multipliers Federated stochastic bilevel optimization with fully first-order gradients

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