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ϵ-Confidence Approximately Correct (ϵ-CoAC) Learnability and Hyperparameter Selection in Linear Regression Modeling
Published 2025-01-01“…Drawbacks of these methods include introducing new hyperparameters with their own new challenges and uncertainties, potential increase of the computational complexity or requiring large set of training data sets. …”
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Tangent complexes and the Diamond Lemma
Published 2024-12-01“…Specifically, our main result states that every such resolution of an algebra with monomial relations gives rise to its own Diamond Lemma, where Bergman’s condition of “resolvable ambiguities” is precisely the first nontrivial component of the Maurer–Cartan equation in the corresponding tangent complex. The same approach works for many other algebraic structures, emphasizing the relevance of computing resolutions of algebras with monomial relations.…”
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Methodological Problems and Strategic Goals of the Work on Creation of the Theory and Technology of New Generation Intelligent Computer Systems
Published 2024-03-01“…The main methodological problems and strategic goals of work on creating the theory and technology of intelligent computer systems of a new generation are considered. …”
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Complexity and operator growth for quantum systems in dynamic equilibrium
Published 2024-08-01Get full text
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The Algorithmic Agent Perspective and Computational Neuropsychiatry: From Etiology to Advanced Therapy in Major Depressive Disorder
Published 2024-11-01“…Major Depressive Disorder (MDD) is a complex, heterogeneous condition affecting millions worldwide. …”
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Advanced Fractional Mathematics, Fractional Calculus, Algorithms and Artificial Intelligence with Applications in Complex Chaotic Systems
Published 2023-12-01Subjects: Get full text
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Trusted graphs of the scientific collaboration network based on social computing
Published 2017-04-01Get full text
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Matching of an observed event and its virtual model in relation to smart theories, coupled models and supervision of complex procedures—A review
Published 2024-05-01“…The offline case is mainly about the management and ruling of elegant theories and computational tools mimicking physical paradigms. …”
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Krylov complexity in 2d CFTs with SL(2, ℝ) deformed Hamiltonians
Published 2025-02-01“…Furthermore, we extend our analysis to compute the K-Complexity of a light operator in excited states, considering both large-c CFT and free field theory. …”
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Overview on game reinforcement learning methods for edge computing of low-orbit constellation
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Krylov complexity of fermion chain in double-scaled SYK and power spectrum perspective
Published 2024-11-01Get full text
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