Author
DR. ZULFIQAR ALI KHAN
Recent research
- AI & ComputingOpen access
Residual Optimality and Classical Recovery under Zulfia Invexity
Classical optimization theory is formulated on feasibility, where admissible sets aredefined through constraint satisfaction and treated as given. Optimality conditionssuch as the Karush–Kuhn–Tucker (KKT) system are then derived on this predefineddomain.In this paper, we introduc...
- Physics & SpaceOpen access
Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference
Classical statistical inference is traditionally formulated through probabilitymodels, likelihood functions, and estimation procedures. While these methodshave proven extremely successful, many statistical procedures implicitly rely oninvariance properties under transformations o...
- AI & ComputingOpen access
Zulfia Invexity: Structural Origin and Emergence of Invexity
Invexity generalizes convexity by replacing linear displacement with an admissible direction map-ping, ensuring global optimality of stationary points beyond convex settings. However, the admissibledirection is externally specified, and its structural origin remains unexplained.I...
- AI & ComputingOpen access
Zulfia Invexity: Structural Origin and Emergence of Invexity
Invexity generalizes convexity by replacing linear displacement with an admissible direction map-ping, ensuring global optimality of stationary points beyond convex settings. However, the admissibledirection is externally specified, and its structural origin remains unexplained.I...
- AI & ComputingOpen access
A Class of Generalized Zulfia Invex Functions with In-Built Structural Emergence
Convexity was extended to invexity by replacing the fixed direction with a mapping,and Zulfia invexity further structured admissible mappings. However, a single admissiblemapping is insufficient to capture regime-dependent behavior.We introduce generalized Zulfia invexity by cons...
- AI & ComputingOpen access
A Class of Generalized Zulfia Invex Functions with In-Built Structural Emergence
Convexity was extended to invexity by replacing the fixed direction with a mapping,and Zulfia invexity further structured admissible mappings. However, a single admissiblemapping is insufficient to capture regime-dependent behavior.We introduce generalized Zulfia invexity by cons...
- AI & ComputingOpen access
In this paper we introduce a class of invariant programming problems in math-ematical programming. The proposed framework is based on an invariant identityrelation connecting the objective structure with a reference expression through a non-negative remainder termF (x) − Φ(x, u)...
- AI & ComputingOpen access
A Class of Zulfia Programming via KKT Conditions Without Assumptions
In classical optimization, convexity and invexity are widely used to ensure thatstationary points are globally optimal. In particular, invexity guarantees the suf-ficiency of Karush–Kuhn–Tucker (KKT) conditions through an inequality-basedframework. However, such conditions are ty...
- AI & ComputingOpen access
A Class of Zulfia Programming via KKT Conditions Without Assumptions
In classical optimization, convexity and invexity are widely used to ensure thatstationary points are globally optimal. In particular, invexity guarantees the suf-ficiency of Karush–Kuhn–Tucker (KKT) conditions through an inequality-basedframework. However, such conditions are ty...
- Physics & SpaceOpen access
Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference
Classical statistical inference is traditionally formulated through probabilitymodels, likelihood functions, and estimation procedures. While these methodshave proven extremely successful, many statistical procedures implicitly rely oninvariance properties under transformations o...
- Physics & SpaceOpen access
A Certification-Based Formalism for the Event Horizon Boundary
The event horizon is traditionally defined as a geometric surface beyond which causal signalscannot escape. In this note we propose an alternative, purely structural vocabulary for describingthe same object. We introduce a certification framework, in which a carrier domain C is e...
- Physics & SpaceOpen access
A Certification-Based Formalism for the Event Horizon Boundary
The event horizon is traditionally defined as a geometric surface beyond which causal signalscannot escape. In this note we propose an alternative, purely structural vocabulary for describingthe same object. We introduce a certification framework, in which a carrier domain C is e...
- Physics & SpaceOpen access
We prove wave-particle duality is Ziwave – Pre-Ziwave duality. Based on Zulfia Bi-Face Probability Theory (ZBPT) [2] built on Zulfia Decomposition Mapping (ZDM) [1]Z(t) = MZ [I] + ∆(t), the same identity Z(t) sustains two irreversible regimes dividedby certified face ΩC = ∆−1(0):...
- Physics & SpaceOpen access
The Zulfia Quantum Ziwave Equation: Schr¨odinger as a Special Case
For more than a century since Schr¨odinger, the quantum wave equation has been as-sumed to hold on a fully accessible domain Ω without certified origin. No extension in theavailable literature has revisited its foundational probability assumption.We replace this assumption with a...
- Physics & SpaceOpen access
The Pre-Ziwave Equation: Before Collision on a Certified Domain d'Alembert as a Special Case
For more than a century since d’Alembert, the classical wave equation has been assumedto hold on a fully accessible domain Ω. No extension in the available literature has revisitedits foundational domain assumption.We replace this assumption with a certified origin. Using Zulfia...
- Physics & SpaceOpen access
We derive the Pre-Ziwave Gravity Equation on a certified domain ΩC underZulfia Bi-Face Probability Theory (ZBPT). Classical gravity assumes∇2Φ = 4πGρ and □hμν = − 16πGc4 Tμνon full possibility space Ω, i.e. certification C(ω) ≡ 1 and filtering trace ∆ ≡ 0. Weprove that on Z-Domai...
- AI & ComputingOpen access
Generalized Zulfia Ziwave Equation Beyond Failure Domain
In Zulfia’s Certified Probability Theory (ZBPT Framework [1]), we define theFailure Domain as Df = Ω \ Dc, where Ω is the total probability space and Dc is thecertified domain with C(Dc) = 1. The classical wave equation [3] fails in Df becauseit assumes Ω = Dc. We show that failu...
- Physics & SpaceOpen access
Fundamentals of Reflection Generated Ziwave Beyond the Rumour Concept of Quantum Wave
For a century, Quantum Mechanics has been predicated on an unverified assump-tion – the existence of the quantum wave. We demonstrate that this concept is amisidentification. While classical waves such as water waves and acoustic wavesexist as physical reflections, a particle-gen...
- Physics & SpaceOpen access
Classical probability theory assigns uncertainty directly on a full sample space Ω, implicitlyassuming every ω ∈ Ω is accessible for measurement. This assumption is never verified — it isimposed. This paper introduces Zulfia Bi-Face Probability Theory (ZBPT), a completereformulat...
- AI & ComputingOpen access
Generalized Zulfia Ziwave Equation Beyond Failure Domain
In Zulfia’s Certified Probability Theory (ZBPT Framework [1]), we define theFailure Domain as Df = Ω \ Dc, where Ω is the total probability space and Dc is thecertified domain with C(Dc) = 1. The classical wave equation [3] fails in Df becauseit assumes Ω = Dc. We show that failu...