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AI-Assisted Works on Lower Bounds and Counterexamples

A complete source-listed bibliography; choose a title, then inspect the primary source before using its mathematical claims.

43 references. Dates are supplied by the Forum, not independently verified publication dates.

  1. BFGS can converge to non-Clarke-stationary points with positive probability external reference
  2. A Convex Feasibility Problem for Which Douglas-Rachford Converges Only Weakly external reference
  3. Tight lower bounds for Lipschitz geodesically convex optimization on hyperbolic space external reference
  4. Non-Acceleration of the Heavy-Ball Method in 1D external reference
  5. Strong NP-Hardness of Rank-2 Nonnegative Matrix Factorization external reference
  6. On the Complexity of Finding Stationary Points in Stochastic \((L_0, L_1)\)-Smooth Nonconvex Optimization external reference
  7. Descending Everest with First-Order Oracles: Oracle Complexity of Convex Optimization under \((L_0,L_1)\)-Smoothness external reference
  8. Does Policy Mirror Descent Converge in Policy with Non-Decomposable Mirror Maps? A Counterexample external reference
  9. On the Complexity of Finding Stationary Points of p-th Order Hölder Smooth Functions in One Dimension external reference
  10. Lower Bounds for Randomized Linear-Oracle Optimization over Strongly Convex Sets external reference
  11. Nonminimizing Attractors of Stochastic Subgradient Methods on Semialgebraic Functions external reference
  12. Stochastic Subgradient Descent at Sharply Repulsive Points: A Bounded Noise Counterexample and Gaussian Noise Avoidance external reference
  13. Near-Optimal Complexity of Finite-Sum Nonconvex-Strongly-Concave Minimax Optimization external reference
  14. Exact counterexamples to R-superlinear convergence of cyclic steepest descent external reference
  15. Asymptotic Lower Bounds for Continuous Optimization external reference
  16. No Universal Remainder Rate for Chambolle-Dossal Acceleration external reference
  17. Silver Rate Is (Almost) Optimal for Gradient Descent: The Strongly Convex Case external reference
  18. An \(Ω(κ_y^8ε^{-6})\) Lower Bound for Stochastic NC-SC Bilevel Optimization with First-order Oracles external reference
  19. Bounds on the Semidefinite Programming Complexity of the Euclidean Ball external reference
  20. The Complexity of Finding Stationary Points in Nonsmooth Nonconvex Optimization external reference
  21. Optimal Deterministic First-Order Oracle Complexity for Nonconvex-Concave Minimax Optimization external reference
  22. Lower Bounds for Nonconvex-Concave Minimax Optimization external reference
  23. A Two-Dimensional Extremizer for Relatively Inexact Gradient Descent external reference
  24. Sharpness and Rigidity of the Two-Factor Recht-Re Lower Bound external reference
  25. A Simple Complexity Lower Bound for Solving \(Ax=b\) external reference
  26. Silver Rate Is (Almost) Optimal for Gradient Descent external reference
  27. Stronger Lower Bounds for (Non-)Anytime Acceleration of Gradient Descent external reference
  28. Improved Gradient Descent Lower Bounds Beyond Nesterov external reference
  29. A Mini-Batch Counterexample to Last-Iterate Convergence in Definable Optimization external reference
  30. ADMM Fails to Achieve an \(O(K^{-1})\) Ergodic KKT Residual Bound external reference
  31. AI-Assisted Discovery and Construction of a Counterexample to the Convergence of Three-Block ADMM with the Identity Matrix as its Third Constraint Block external reference
  32. A lower bound for stepsize-based acceleration of gradient descent external reference
  33. A Tight Lower Bound for Smooth Nonconvex Stochastic Optimization with Bounded Gradient Noise external reference
  34. The Blessing and Curse of Curvature in Higher-Order Optimization: Horospherical versus Geodesic Convexity external reference
  35. On MUON optimization: From non-convergence to an error analysis with Polar Express and the Newton-Schulz polynomial from implementations external reference
  36. A Counterexample to Fourier Alignment in Single-Neuron Modular Addition external reference
  37. Optimal Deterministic Oracle Complexity for Weakly Convex Optimization external reference
  38. Barzilai-Borwein Fails Superlinear Convergence on an Open Set of Quadratics for Every Dimension \(n\geq 4\) external reference
  39. Closing the Oracle-Complexity Gap in Derivative-Free Convex Optimization: A Near-Quadratic Lower Bound from Exact Function Values external reference
  40. A Resolution of the SS--RS--GD Inequalities external reference
  41. Cesàro means of firmly nonexpansive iterates need not converge strongly external reference
  42. Curvature-Dependent Lower Bounds for Frank-Wolfe external reference
  43. Complexity of Classical Acceleration for \(\ell_1\)-Regularized PageRank external reference

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