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Between Physics and Metaphysics — on Determinism, Arrow of Time and Causality [PDF]
Философия и космология, 2020 Contemporary physics, with two Einstein’s theories (called “relativity” what can be interpreted erroneously) and with Heisenberg’s principle of indeterminacy (better: “lack of epistemic determinism”) are frequently interpreted as a removal of the ...
Grzegorz P. Karwasz
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Causality in Discrete Time Physics Derived from Maupertuis Reduced Action Principle
Entropy, 2021 Causality describes the process and consequences from an action: a cause has an effect. Causality is preserved in classical physics as well as in special and general theories of relativity.
Roland Riek, Atanu Chatterjee
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Respecting causality is all you need for training physics-informed\n neural networks [PDF]
arXiv.org, 2022 While the popularity of physics-informed neural networks (PINNs) is steadily rising, to this date PINNs have not been successful in simulating dynamical systems whose solution exhibits multi-scale, chaotic or turbulent behavior. In this work we attribute
Sifan Wang +2 more
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Physics, complexity and causality [PDF]
Nature, 2005 Although the laws of physics explain much of the world around us, we still do not have a realistic description of causality in truly complex hierarchical structures.
George Ellis
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Causality in Classical Physics [PDF]
Resonance, 2013 Classical physics encompasses the study of physical phenomena which ranges from local (a point) to nonlocal (a region) in space and/or time. We discuss the concept of spatial and temporal nonlocality. However, one of the likely implications pertaining to nonlocality is non-causality. We study causality in the context of phenomena involving nonlocality.
Asrarul Haque
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Causality bounds on scalar-tensor EFTs [PDF]
Journal of High Energy Physics, 2023 We compute the causality/positivity bounds on the Wilson coefficients of scalar-tensor effective field theories. Two-sided bounds are obtained by extracting IR information from UV physics via dispersion relations of scattering amplitudes, making use of ...
Dong-Yu Hong +2 more
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The space of transport coefficients allowed by causality. [PDF]
Nat Phys, 2023 As an effective theory, relativistic hydrodynamics is fixed by symmetries up to a set of transport coefficients. A lot of effort has been devoted to explicit calculations of these coefficients.
Heller MP +3 more
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About Optimal Loss Function for Training Physics-Informed Neural Networks Under Respecting Causality
arXiv.org, 2023 A method is presented that allows to reduce a problem described by differential equations with initial and boundary conditions to the problem described only by differential equations.
Vasiliy A. Es’kin +5 more
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On Determinism, Causality, and Free Will: Contribution from Physics
Roczniki Filozoficzne, 2021 Determinism, causality, chance, free will and divine providence form a class of interlaced problems lying in three domains: philosophy, theology, and physics. Recent article by Dariusz Łukasiewicz in Roczniki Filozoficzne (no. 3, 2020) is a great example.
Grzegorz P. Karwasz
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Causal-PIK: Causality-based Physical Reasoning with a Physics-Informed Kernel
International Conference on Machine LearningTasks that involve complex interactions between objects with unknown dynamics make planning before execution difficult. These tasks require agents to iteratively improve their actions after actively exploring causes and effects in the environment. For these type of tasks, we propose Causal-PIK, a method that leverages Bayesian optimization to reason ...
Parés-Morlans, Carlota +6 more
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