Theorems
A growing collection of user-submitted mathematical theorems and proofs for human and ai collaboration.
Asymptotically Optimal Value of a Set of Real Sequences
definitiondef:asymptotically-optimal-value-sequences-2026aAnalysisLet be a nonempty set of sequences of real numbers, indexed by the natural numbers , and let be a real number. We say that is an asymptotically optimal value of if (i) for every sequence in…Joint Measurability of the Tracked Events and of the Tracked Energy Density over the Block Cascade, and Measurability in Time of Their Expectations
lemmalem:tracked-energy-density-measurable-2026aAnalysisProbabilitySetting. Adopt the setting, notation, parameters and standing hypotheses of Ledger Decomposition of the Recentred N-Agent Cost over the Block Cascade and Its Near-Field Filtering Lower Bound, formed for one and the same data as there. In particular: the natural numbers ,…The Fluctuation LQG Value Is the Asymptotically Optimal Value of the Recentred N-Agent Cost over Admissible Families of Observation-Driven Policies, and Is Attained by the Approximate Kalman Policies, under Deterministic Initial States
theoremthm:lqg-value-is-asymptotically-optimal-2026aAnalysisProbabilityCommon data. Adopt the common data and the standing hypotheses of Asymptotic Lower Bound for the Recentred N-Agent Cost without Uniform Control-Moment Hypotheses, and the notation of…Mean-Field-Side Data for the Van Trees Assembly: Regularity of the Drift Jacobian and Fluctuation Covariance Along a Trajectory Pair, the Fundamental-Solution Bound, the Profile Response and Its Restriction, and the Observation Information Matrix of the Fluctuation LQG Data
lemmalem:van-trees-assembly-mean-field-data-2026aAnalysisData. Let , and be natural numbers, let be a nonempty subset of Euclidean space, let be a transition-rate family on states with control set and rate bound , let …The Scale Set for the Van Trees Assembly: Eventual Validity of the Copy-Side Constraints, Lower Bounds for the Chernoff Exponents, and Vanishing of the Error Majorants
lemmalem:van-trees-assembly-scale-set-2026aAnalysisData. Let , and be natural numbers, and let , , , , , , , , , , , , ,…- Let be the real numbers, let be the exponential function and let be the natural logarithm. For a real number and a real number , the real power of with exponent is
Real Powers Through the Exponential, and Elementary Asymptotic Tools: Monotonicity, Null Sequences of Negative Powers, Exponential Domination, Integer Rounding, and Square-Root and Exponential Inequalities
lemmalem:real-powers-asymptotic-tools-2026aAnalysisSetting. Let be the real numbers, an ordered field with order ; for write for the associated strict order ( and ), for the absolute value, and ( a natural number) for the natural number power. Let…Mean-Square Assembly of the Estimand Linearisation on the Synthetic Copy: Approximation of the Recentred Copy Endpoint by an Affine Function of the Parameter
lemmalem:copy-estimand-mean-square-assembly-2026bAnalysisProbabilityAdopt the setting, hypotheses (OC), (X), (W), (G), (G), (CL) and notation of Information Bound on the Synthetic Copy with Mean-Field Data: Prior Energy of the Profile, Observation Information Along the Profile Response, and the Non-Close Record Mass (and hence of…The Path-Closeness Event under the Cost Bound: Closeness of the Empirical State Measure to the Mean-Field Trajectory and of the Record-Frozen Control to the Mean-Field Control on an Event of Probability
lemmalem:path-closeness-event-cost-bound-2026aAnalysisProbabilityData. Adopt the setting, notation and standing hypotheses of the control- and flow-closeness lemma, and with them those of the asymptotic lower bound theorem for the recentred -agent cost: the common data, among them the affine-controlled transition-rate family…The Realized Control as the Record-Frozen Control at the Observation Record, and Measurability of the Path-and-Record Closeness Set
lemmalem:realized-control-record-frozen-closeness-set-2026aAnalysisProbabilityData. Adopt the setting of the realized-control lemma, with its transition-rate family specialised as follows: natural numbers , , and ; a real number and an affine-controlled transition-rate family on …Closeness of the Realized Control and the Realized Mean-Field Flow on a High-Probability Event under the Cost Bound
lemmalem:cost-bound-control-flow-closeness-2026aAnalysisProbabilityData. Adopt the setting, notation and standing hypotheses of the asymptotic lower bound theorem for the recentred -agent cost, and with them those of the ledger lemma and of the block cascade lemma on which it rests. In particular: the affine-controlled transition-rate family…Factorisation of Random Variables Through a Measurable Map, the Variational Form of the Mean-Square Filtering Error, and Its Invariance Under the Joint Law
lemmalem:filtering-error-law-invariance-2026aAnalysisProbabilityLet be a probability space with expectation , let be a measurable space, and let be measurable with respect to and . Write for the…The Record-Frozen Control as a Measurable Map into the Weakly Metrized Control Set, and the Record-Frozen Mean-Field Flow: Joint Measurability, Flow Equation, and Measurability in the Record
lemmalem:record-frozen-control-measurable-flow-2026aAnalysisProbabilityAdopt the setting and notation of the flow stability lemma: an affine-controlled transition-rate family on states with control set (nonempty, convex and compact as part of those data) and Lipschitz constant ; its…Pathwise Estimand Linearisation of an Open-Loop Aggregate Solution Along a Comparison Pair: Cell-Count Coefficients from the Fundamental Solution and the Three Error Terms
lemmalem:open-loop-estimand-linearisation-pathwise-2026aAnalysisProbabilityAdopt the setting and notation of Linearisation of a Perturbed Controlled Aggregate Flow Along a Comparison Pair: Exact Variation-of-Constants Identity and Residual Bound: natural numbers , , the control set , real numbers a…Cell-Count Form of a Compensated Counting-Path Functional Along a Time Change: Window-Discrepancy Bounds for the Time-Change and Partial-Cell Errors
lemmalem:compensated-counting-functional-cell-count-form-2026aAnalysisLet and be real numbers, let and be natural numbers, and let be real numbers (the cell boundaries), with cell lengths () and . Let be a counting path. Defi…Linearisation of a Perturbed Controlled Aggregate Flow Along a Comparison Pair: Exact Variation-of-Constants Identity and Residual Bound
lemmalem:perturbed-flow-linearisation-comparison-pair-2026aAnalysisAdopt the setting and notation of Shared-Clock Point Insertion into the Open-Loop Aggregate Solution: Exact Response Identity, Crude Bound, and Linearisation Defect as far as the following objects are concerned: natural numbers and , a nonempty subset …Variation of Constants with Bounded Measurable Forcing and the Two-Parameter Fundamental Solution
lemmalem:variation-of-constants-measurable-forcing-2026aAnalysisLet be a real number and a natural number. Let assign to each a real matrix (real matrix) all of whose entries are continuous functions of on , the interval being regarded as a subset of…The Space of Piecewise Constant Paths in a Finite Set: Measurability of Evaluations, Restrictions, Left Limits, and Occupation Integrals
lemmalem:piecewise-constant-path-space-2026aAnalysisProbabilityLet be a real number and let be a nonempty finite set. Let be the set of maps for which there are a count , either or a natural number, and times such that is constant on , on …Sections of Product-Measurable Sets and Maps Are Measurable, and Insertion Maps into Products Are Measurable
lemmalem:product-sections-measurable-2026aAnalysisProbabilityLet , , and be measurable spaces, and let denote the product -algebra on the Cartesian product , with the analogous notation for other pairs. For…Injection Weights from a Bounded Profile Along Mean-Field Clocks: Label-Rate Form of the Fluctuation Covariance, Weight Bounds, the Prior Quadratic Form, and the Step-Function Injection
lemmalem:injection-weights-mean-field-clock-2026aAnalysisProbabilityLet , , and be natural numbers ( is unrelated to ), and let , and be real numbers with . Let be the set of transition labels on states, which has elem…