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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import Mathlib.GroupTheory.SpecificGroups.Cyclic import LeanPool.OrderPQ.MonoidHom import LeanPool.OrderPQ.TorsionBy /-! # LeanPool.OrderPQ.IsCycli...
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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import LeanPool.OrderPQ.Basic /-! # LeanPool.OrderPQ.Main -/ attribute [local implicit_reducible] MulZMod instMulMulZMod instMulOneClassMulZMod...
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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import Mathlib.Algebra.Group.Hom.Defs import Mathlib.Algebra.Group.Subgroup.Basic import Mathlib.GroupTheory.OrderOfElement import Mathlib.Data.ZMod...
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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import LeanPool.OrderPQ.PrimeOrder import Mathlib.Data.ZMod.Aut import Mathlib.RingTheory.ZMod.UnitsCyclic /-! # LeanPool.OrderPQ.MulZMod -/ secti...
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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import LeanPool.OrderPQ.IsCyclic /-! # LeanPool.OrderPQ.PrimeOrder -/ lemma ne_iff_eq_of_or_and_ne {α : Type*} {a b c : α} (h1 : a = b ∨ a = c) (h...
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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import Mathlib.SetTheory.Cardinal.Finite import Mathlib.GroupTheory.SemidirectProduct import Mathlib.GroupTheory.GroupAction.ConjAct import Mathlib....
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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import Mathlib.Algebra.Group.Subgroup.Basic import Mathlib.Tactic.Common import Mathlib.Tactic.Linarith import Mathlib.Tactic.Ring import Mathlib.Ta...
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/- Copyright (c) 2026 Scott Harper, Peiran Wu. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Scott Harper, Peiran Wu -/ import LeanPool.OrderPQ.Basic import LeanPool.OrderPQ.IsCyclic import LeanPool.OrderPQ.Main import LeanPool.OrderPQ.MonoidHom import LeanPool.Order...
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/- Copyright (c) 2026 YnirPaz. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: YnirPaz -/ import LeanPool.PCFTheory.Background.Cofinality import LeanPool.PCFTheory.Background.Topology /-! # Club and stationary sets This file sets up the basic theory of clubs (closed ...
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/- Copyright (c) 2026 YnirPaz. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: YnirPaz -/ import Mathlib.SetTheory.Cardinal.Cofinality.Ordinal import LeanPool.PCFTheory.Background.Ordinal /-! # Cofinality results for indexed suprema A more general universe version of...
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/- Copyright (c) 2026 YnirPaz. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: YnirPaz -/ import Mathlib.SetTheory.Ordinal.Arithmetic import Mathlib.SetTheory.Cardinal.Cofinality.Ordinal import Mathlib.Order.SuccPred.Limit /-! # Background lemmas on ordinals Auxiliar...
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/- Copyright (c) 2026 YnirPaz. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: YnirPaz -/ import Mathlib.SetTheory.Ordinal.Topology import Mathlib.Topology.DerivedSet import LeanPool.PCFTheory.Background.Ordinal /-! # Topological results on ordinals A handful of orde...
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/- Copyright (c) 2026 YnirPaz. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: YnirPaz -/ import LeanPool.PCFTheory.Background.Club import LeanPool.PCFTheory.Background.Cofinality import LeanPool.PCFTheory.Background.Ordinal import LeanPool.PCFTheory.Background.Topolog...
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/- Copyright (c) 2026 YnirPaz. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: YnirPaz -/ import LeanPool.PCFTheory.Background.Club /-! # Club guessing This file formalizes `theorem 2.17` in the chapter "Cardinal Arithmetic" in the "Handbook of set theory." For `δ` ...
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/- Copyright (c) 2026 YnirPaz. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: YnirPaz -/ import LeanPool.PCFTheory.Background import LeanPool.PCFTheory.ClubGuessing /-! # PCF Theory Source: doi:10.1007/978-1-4020-5764-9_15 Authors: YnirPaz Status: verified Main decl...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.TubularProjection import LeanPool.PLAcceleratedNesterovLean.Core.NesterovSeqGen impor...
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set L₀ := lyapunovOfState P μ' π f η s₀ with hL₀_def have hL₀_nonneg : 0 ≤ L₀ := lyapunovOfState_nonneg P μ' π f η s₀ hμ' hη_pos hμη_lt1 hbdd -- √L₀ ≤ δ have hsqrt_L₀_le_δ : Real.sqrt L₀ ≤ δ := by calc Real.sqrt L₀ ≤ Real.sqrt (δ ^ 2) := Real.sqrt_le_sqrt hL₀_small _ = δ := Real.sqrt_sq (le_of_lt hδ...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Bootstrap Step 1: Geometric Decay by Induction If Lₙ₊₁ ≤ c · Lₙ whe...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Bootstrap Step 2: Choosing α and Closing the Induction ## Base case...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.Bootstrap.Main import LeanPool.PLAcceleratedNesterovLean.Convergence.Bootstrap.Step...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.Coercivity.Step2 /-! # Coercivity Core Bound Proves that `(1 - a)² * (V² + μ' * E...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.Coercivity.Step1 import LeanPool.PLAcceleratedNesterovLean.Convergence.Coercivity.S...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme import LeanPool.PLAcceleratedNesterovLean.Core.NesterovSeqGen /-! # Coerci...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Coercivity Step 2: Resolve Coupled Bounds on A_n and B_n Given: A...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.Coercivity.Core import LeanPool.PLAcceleratedNesterovLean.Convergence.Coercivity.Ma...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.GenLocalArgument import LeanPool.PLAcceleratedNesterovLean.Convergence.PhaseSchedul...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Curvature Absorption Helper Lemmas Helper lemmas for the curvature...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ /- Copyright (c) 2025. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. -/ import LeanPool.PLAcce...
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(Real.sqrt μ') ^ 2 / 2 * ‖ξn‖ ^ 2 let a := Real.sqrt (μ' * η) let Ln := lyapunovOfState P μ' π f η sn let proj_err := a * abs (@inner ℝ _ _ gn (P en)) δ_curv + proj_err ≤ θ * a * Ln := by -- Derived positivity have hη_nn : (0 : ℝ) ≤ η := le_of_lt hη_pos have hμ'_pos : (0 : ℝ) < μ' ...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.CurvAbsorb.Algebraic import LeanPool.PLAcceleratedNesterovLean.Convergence.CurvAbso...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.EmbeddedManifold import LeanPool.PLAcceleratedNesterovLean.Convergence.LocalGeometry.Main ...
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= Real.sqrt η * ‖s'.v‖ := by rw [norm_smul, Real.norm_eq_abs, abs_of_nonneg hsqrt_η_nn] _ ≤ Real.sqrt η * (Cv' * Real.sqrt Ln) := by exact mul_le_mul_of_nonneg_left hv'_bound hsqrt_η_nn _ = (Real.sqrt η * Cv') * Real.sqrt Ln := by ring _ ≤ Cmov * Real.sqrt Ln :=...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.EmbeddedManifold import LeanPool.PLAcceleratedNesterovLean.Convergence.LocalGeometry.Main ...
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(le_of_lt (mul_pos (by linarith : (0:ℝ) < μ_minus) hη_pos)) hμη_lt1 have hlam : 0 ≤ (1 + Real.sqrt (μ_minus * η)) ^ 2 / (2 * (1 - Real.sqrt (μ_minus * η))) := le_of_lt (div_pos (by positivity) (by linarith)) have h_Pv_sq := sq_nonneg ‖P (nesterovSeq f η ρ x₁ n_val).v‖ ...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LocalGeometry.Step1 import LeanPool.PLAcceleratedNesterovLean.MorseBott.HessianPL ...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LocalGeometry.Step1 import LeanPool.PLAcceleratedNesterovLean.Convergence.LocalGeom...
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rw [Metric.mem_sphere, dist_zero_right]; exact hξ₀_norm -- fderiv ℝ π (π x) ξ₀ = 0 (linearity) have hξ₀_normal : fderiv ℝ π (π x) ξ₀ = 0 := by rw [hξ₀_def, map_smul, hξ_normal, smul_zero] -- π(x) ∈ S have hπ_in_S : π x ∈ S := (hπ_proj x hxU).1 -- Derive: dist(x, m_star)...
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-- e = x − π(x), so the inner products match; convert (c/2) form have : μ' * ‖e‖ ^ 2 / 2 = μ' / 2 * ‖e‖ ^ 2 := by ring linarith -- ---------------------------------------------------------------- -- (d) Hessian lower bound D²f(x) ≽ −ε₀·I: inherited from V₂ -- ----------------------------------------------...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LocalGeometry.Step2 import Mathlib.Analysis.InnerProductSpace.Calculus import Mathl...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme import Mathlib.Analysis.Calculus.Deriv.MeanValue /-! # Local Geometry Step...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme import Mathlib.Analysis.Calculus.Deriv.Comp import Mathlib.Analysis.Calculu...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LocalGeometry.HessianBound import LeanPool.PLAcceleratedNesterovLean.Convergence.Lo...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LyapunovContraction.Step1 /-! # Auxiliary Variable Recursion for Lyapunov Contract...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import Mathlib.Data.Real.Basic import Mathlib.Tactic.Linarith import Mathlib.Tactic.FieldSimp /-! # Flat-Case Lyapunov Contraction: Arit...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Algebraic helper lemmas for the flat-case Lyapunov bound Provides n...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LyapunovContraction.Step1 import LeanPool.PLAcceleratedNesterovLean.Convergence.Lya...
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intro t ht0 ht1 exact hΩp_sub_Up (hΩ_sub_Ωp ((convex_ball m_star (min (r₀ / 9) R_abs)) hx_in hx'_in (by linarith : (0 : ℝ) ≤ 1 - t) ht0 (by linarith : (1 : ℝ) - t + t = 1))) have h_seg_raw := hSegment x'n sn.x hx'n_Up hxn_Up h_path have h_diff_eq : x'n - sn.x = Real.sqrt η • sn...
23,979
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LyapunovContraction.Step1 import LeanPool.PLAcceleratedNesterovLean.Convergence.Lya...
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(1 - t) • sn.x + t • x'n ∈ U_plus := by intro t ht0 ht1 exact hΩp_sub_Up (hΩ_sub_Ωp ((convex_ball m_star (min (r₀ / 9) R_abs)) hx_in hx'_in (by linarith : (0 : ℝ) ≤ 1 - t) ht0 (by linarith : (1 : ℝ) - t + t = 1))) have h_seg_raw := hSegment x'n sn.x hx'n_Up hxn_Up h_path ...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme import Mathlib.Analysis.Calculus.Deriv.Comp import Mathlib.Analysis.Calculu...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Lyapunov Contraction Step 2: Normal Terms and Perturbation Absorptio...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LyapunovContraction.Step1 import LeanPool.PLAcceleratedNesterovLean.Convergence.Lya...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.LyapunovContraction.AuxVar import LeanPool.PLAcceleratedNesterovLean.Convergence.Ly...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.NesterovConvergence import LeanPool.PLAcceleratedNesterovLean.Core.EmbeddedManifold...
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∀ (f : E d → ℝ), ∀ (n : ℕ), ∀ (M : Type*) [TopologicalSpace M] [ChartedSpace (ManifoldModel n) M] [IsManifold (modelI n) 2 M] [Nonempty M] (ι : M → E d), IsSmoothEmbedding (modelI n) (modelWithCornersSelf ℝ (E d)) 2 ι → Set.range ι = argminSet f → ∀ (U : Set (E d)), IsOpen U → ...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Motion Error Step 1: Gradient Bound from L-Smoothness Since π(x'_n)...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.MotionError.Main /-! # Motion error estimates -/
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.GenLocalArgument import LeanPool.PLAcceleratedNesterovLean.Convergence.RateArithmet...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import Mathlib.Analysis.SpecialFunctions.Pow.Real import Mathlib.Analysis.SpecialFunctions.Log.Basic import Mathlib.Topology.Algebra.Infi...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.PhaseSchedule import LeanPool.PLAcceleratedNesterovLean.Core.Defs import Mathlib.An...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovSeqGen import LeanPool.PLAcceleratedNesterovLean.Convergence.LyapunovContraction.S...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.StateContraction.AuxVarRecursion /-! # State contraction estimates -/
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.Bootstrap import LeanPool.PLAcceleratedNesterovLean.Convergence.Coercivity import L...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import Mathlib.Analysis.Calculus.Gradient.Basic import Mathlib.Analysis.InnerProductSpace.PiL2 import Mathlib.Topology.EMetricSpace.Lipsc...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.Defs import LeanPool.PLAcceleratedNesterovLean.MorseBott.NormalHessianBound import LeanPoo...
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y ∈ S ↔ ∃ v : V, y = m + (v : E d) + (φ v : E d)) {x p : E d} (hp_dist : dist x p = Metric.infDist x S) (hp_graph : p = m + (u_p : E d) + (φ u_p : E d)) (hp_ball : p ∈ Metric.ball m δ) : IsLocalMin (fun v : V => ‖(x - m) - (v : E d) - (φ v : E d)‖ ^ 2) u_p := by have hcont : ContinuousAt (fun v : ...
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ExternalThm3.pl_to_muPL f μ U m hm (hU_open.mem_nhds hm_U) hPL_ext obtain ⟨_, Uloc, hUloc, φ_raw, hφ_raw_C2, hφ_raw0, hDφ_raw0, hGraph⟩ := MuPL.implies_submanifold_C2_chart f μ m hPL.1 hf3_at hmin hmuPL have hφ_raw_ev : ∀ᶠ v in 𝓝 (0 : V), ContDiffAt ℝ 2 φ_raw v := hφ_raw_C2.eventually (by norm_num) obtai...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.Defs import Mathlib.Geometry.Manifold.MFDeriv.Basic /-! # Modified Nesterov Scheme and Su...
5,487
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.NesterovScheme /-! # Generalized Nesterov Sequence and State-Based Definitions Extends t...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core.Defs import LeanPool.PLAcceleratedNesterovLean.Core.EmbeddedManifold import LeanPool.PLAcc...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Convergence.MainTheoremInternal /-! # Public main theorem wrappers -/ noncomputable section ...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.TubularProjection import LeanPool.PLAcceleratedNesterovLean.MorseBott.NormalHessianBo...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.Defs import Mathlib.Analysis.InnerProductSpace.PiL2 import Mathlib.Analysis.InnerProd...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.ContDiff.Defs import Mathlib.Analysis.InnerProductSpace.Pr...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.Defs import Mathlib.Analysis.Calculus.MeanValue import Mathlib.Analysis.InnerProductS...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.Defs import Mathlib.Analysis.Calculus.FDeriv.Symmetric import Mathlib.Analysis.Calcul...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.HessianPL.Basics import Mathlib.Topology.Order.Compact /-! # Hessian coercivity from...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.HessianPL.Basics import LeanPool.PLAcceleratedNesterovLean.MorseBott.HessianPL.Main
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.Defs import Mathlib.Analysis.Calculus.LocalExtr.Basic import Mathlib.Analysis.Calculu...
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have hFx' : compR (fderiv ℝ f (x₀ + ι (orthogonalProjectionOnto T (x - x₀), orthogonalProjectionOnto N (x - x₀)))) = 0 := hFx rw [h_decomp] at hFx' exact (restrictToN_eq_zero_iff N (fderiv ℝ f x)).mp hFx' w obtain ⟨U, hU, hUprop⟩ := h_iff.exists_mem exact ⟨U, hU, φ, hφ_smooth, hφ_zero, hφ_deri...
12,156
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.HessianPL import Mathlib.Analysis.InnerProductSpace.Dual /-! Copyright (c) 2025. All...
2,893
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.HessianPL import LeanPool.PLAcceleratedNesterovLean.MorseBott.Submanifold /-! Copyri...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.IFTProof import LeanPool.PLAcceleratedNesterovLean.MorseBott.GradAlign import LeanPoo...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.Defs import Mathlib.Analysis.Calculus.FDeriv.Congr import Mathlib.Analysis.Calculus.C...
23,974
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.TubularProjection.Defs import LeanPool.PLAcceleratedNesterovLean.MorseBott.TubularPro...
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obtain ⟨ε, hε_pos, hε_sub⟩ := Metric.isOpen_iff.mp hTN.isOpen m (hTN.subset hm_S) refine ⟨ε / 3, by linarith, fun x hx hx_ball t ht => ?_⟩ obtain ⟨h0, h1⟩ := ht have hπS := (tubularProj_mem hTN hne x hx).1 have hπdist := (tubularProj_mem hTN hne x hx).2 -- dist(x, m) < ε/3 by hx_ball have hxm : ...
23,976
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.TubularProjection.Defs import Mathlib.Analysis.Calculus.ImplicitContDiff import Mathl...
316
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have hπ_chart := h_repr hy_U hπ_ball change π y = m + (v_star y : E) + (φ (v_star y) : E) change π y = m + (v_impl (y - m) : E) + (φ (v_impl (y - m)) : E) rw [h_impl_eq]; exact hπ_chart -- ── Step 7: Transfer C¹ from χ to π ── exact hχ_cd.congr_of_eventuallyEq hπ_eq_χ end PLAcceleratedNesterovLean
412
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.TubularProjection.Defs import LeanPool.PLAcceleratedNesterovLean.MorseBott.TubularPro...
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.MorseBott.Bridge import LeanPool.PLAcceleratedNesterovLean.MorseBott.BridgeDefs import LeanPool...
1,016
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/- Copyright (c) 2026 M1ngXU. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Max Obreiter, Tobias Steinbrecher, Robert Foerster -/ import LeanPool.PLAcceleratedNesterovLean.Core import LeanPool.PLAcceleratedNesterovLean.MorseBott import LeanPool.PLAcceleratedNesterovL...
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/- Copyright (c) 2026 Andrej Bauer. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Andrej Bauer -/ import Mathlib.Data.Part /-! # Notation and core classes for partial combinatory algebras A notation for totality of a partial element, a generic class for a left-assoc...
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/- Copyright (c) 2026 Andrej Bauer. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Andrej Bauer -/ import Mathlib.Tactic.NthRewrite import Mathlib.Data.Part import LeanPool.PartialCombinatoryAlgebras.Basic import LeanPool.PartialCombinatoryAlgebras.PartialCombinatoryAl...
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/- Copyright (c) 2026 Andrej Bauer. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Andrej Bauer -/ import LeanPool.PartialCombinatoryAlgebras.Basic import LeanPool.PartialCombinatoryAlgebras.CombinatoryAlgebra /-! # Free (total) combinatory algebra -/ namespace LeanP...
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/- Copyright (c) 2026 Andrej Bauer. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Andrej Bauer -/ import Mathlib.Data.SetLike.Basic import LeanPool.PartialCombinatoryAlgebras.Basic import LeanPool.PartialCombinatoryAlgebras.CombinatoryAlgebra /-! We derive from a giv...
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/- Copyright (c) 2026 Andrej Bauer. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Andrej Bauer -/ import Mathlib.Data.Finset.Basic import LeanPool.PartialCombinatoryAlgebras.Basic /-! # Partial combinatory algebras A partial combinatory algebra is a set equipped wit...
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/- Copyright (c) 2026 Andrej Bauer. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Andrej Bauer -/ import LeanPool.PartialCombinatoryAlgebras.Basic import LeanPool.PartialCombinatoryAlgebras.PartialCombinatoryAlgebra /-! ## Programming with PCAs A (non-trivial) PCA...
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/- Copyright (c) 2026 Andrej Bauer. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Andrej Bauer -/ import LeanPool.PartialCombinatoryAlgebras.Basic import LeanPool.PartialCombinatoryAlgebras.PartialCombinatoryAlgebra import LeanPool.PartialCombinatoryAlgebras.Combinat...
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/- Copyright (c) 2026 Evan Chen, Kenny Lau, Seewoo Lee, Ken Ono, Jujian Zhang. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. Authors: Evan Chen, Kenny Lau, Seewoo Lee, Ken Ono, Jujian Zhang -/ import Mathlib.Algebra.Ring.GeomSum import Mathlib.Analysis.Asymptotics.SpecificAsym...
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have hy_pos : 0 < y := lt_of_lt_of_le hexp_pos hy have hy_gt_one : 1 < y := Real.one_lt_exp_iff.mpr h2α_pos |>.trans_le hy have hlogy_pos : 0 < Real.log y := Real.log_pos hy_gt_one have hgy_pos : 0 < Real.log y / y ^ (1 / (2 * α)) := div_pos hlogy_pos (Real.rpow_pos_of_pos hy_pos _) have hanti_xy : Re...