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British non-profit architecture company
Beyond Entropy was a London-based non-profit limited company practicing architecture, urbanism, and cultural analysis. The company evolved from trans-disciplinary
Beyond_Entropy
Property of a thermodynamic system
Entropy is a thermodynamic state variable that quantifies the probabilistic distribution of accessible microstates in a system. The term and the concept
Entropy
Principle in Bayesian statistics
Shannon entropy should be selected. This yields the least committal distribution compatible with the known constraints, introducing no structure beyond what
Principle_of_maximum_entropy
Angolan architect and curator
2011, Nascimento and Pansera founded Beyond Entropy Africa, a limited company registered in Angola. Beyond Entropy Africa focuses on Luanda as the paradigm
Paula_Nascimento
Mathematical statistics distance measure
statistics, the Kullback–Leibler (KL) divergence (also called relative entropy and I-divergence), denoted D KL ( P ∥ Q ) {\displaystyle D_{\text{KL}}(P\parallel
Kullback–Leibler_divergence
Principle in theoretical physics
the director. Bekenstein bound Beyond black holes Bousso's holographic bound Brane cosmology Digital physics Entropic gravity Implicate and explicate
Holographic_principle
Theory in modern physics that describes gravity as an entropic force
Entropic gravity, also known as emergent gravity, is a theory in modern physics that describes gravity as an entropic force—a force with macro-scale homogeneity
Entropic_gravity
Physical law for entropy and heat
Themis (2019-09-13). "Thermodynamics Beyond Molecules: Statistical Thermodynamics of Probability Distributions". Entropy. 21 (9): 890. arXiv:1809.07367. Bibcode:2019Entrp
Second_law_of_thermodynamics
2006 EP by Hybrid
Beyond Undeniable Entropy is the debut EP by Spanish extreme metal band Hybrid, originally released in 2006 by Deadwrong Records; a six song EP of the
Beyond_Undeniable_Entropy
In thermodynamics, entropy is a numerical quantity that shows that many physical processes can go in only one direction in time. For example, cream and
Introduction_to_entropy
Probability distribution that has the most entropy of a class
In statistics and information theory, a maximum entropy probability distribution has entropy that is at least as great as that of all other members of
Maximum entropy probability distribution
Maximum_entropy_probability_distribution
Application of information theory to thermodynamics and statistical mechanics
In physics, maximum entropy thermodynamics (colloquially, MaxEnt thermodynamics) views equilibrium thermodynamics and statistical mechanics as inference
Maximum entropy thermodynamics
Maximum_entropy_thermodynamics
Thought experiment of 1867
chamber to warm up and the other to cool down. This would decrease the total entropy of the system, seemingly without applying any work, thereby violating the
Maxwell's_demon
Law of physics
The third law of thermodynamics states that the entropy of a closed system at thermodynamic equilibrium approaches a constant value when its temperature
Third_law_of_thermodynamics
Methods of estimating differential entropy given some observations
learning, and time delay estimation it is useful to estimate the differential entropy of a system or process, given some observations. The simplest and most
Entropy_estimation
Upper limit on entropy in physics
after Jacob Bekenstein) is an upper limit on the thermodynamic entropy S, or Shannon entropy H, that can be contained within a given finite region of space
Bekenstein_bound
Interpretation of entropy as a measure of the spread of energy
In thermodynamics, the interpretation of entropy as a measure of energy dispersal has been exercised against the background of the traditional view, introduced
Entropy_(energy_dispersal)
Spectral density estimation method
Maximum entropy spectral estimation is a method of spectral density estimation. The goal is to improve the spectral quality based on the principle of
Maximum entropy spectral estimation
Maximum_entropy_spectral_estimation
Branch of thermodynamics
be done locally, and the macroscopic entropy will then be given by the integral of the locally defined entropy density. It has been found that many systems
Non-equilibrium thermodynamics
Non-equilibrium_thermodynamics
French physical chemist
J. Bergström and M.P. Pileni "Adv.Funct.Mater". 25, 891-897 (2015). Beyond Entropy: Magnetic Forces Induce Formation of Quasicrystalline Structure in Binary
Marie-Paule_Pileni
Physical quantity of hot and cold
including the macroscopic entropy, though microscopically referable to the Gibbs statistical mechanical definition of entropy for the canonical ensemble
Temperature
Energy dissipation and entropy production extremal principles are ideas developed within non-equilibrium thermodynamics that attempt to predict the likely
Extremal principles in non-equilibrium thermodynamics
Extremal_principles_in_non-equilibrium_thermodynamics
Theories trying to extend known physics
Physics beyond the Standard Model (BSM) is the theoretical developments needed to explain the deficiencies of the Standard Model, such as the inability
Physics beyond the Standard Model
Physics_beyond_the_Standard_Model
Type of energy transfer
Likewise, 'the entropy of the Solar System' is not defined in classical thermodynamics. It has not been possible to define non-equilibrium entropy, as a simple
Heat
Heterodox economic theory
Thermoeconomists argue that economic systems always involve matter, energy, entropy, and information. Based on this premise, theoretical economic analogs of
Thermoeconomics
Physics of heat, work, and temperature
deals with heat, work, and temperature, and their relation to energy, entropy, and the physical properties of matter and radiation. The behavior of these
Thermodynamics
Process that cannot be undone or reversed
capable of returning to its initial state. Because entropy is a state function, the change in entropy of the system is the same whether the process is reversible
Irreversible_process
Austrian mathematician and theoretical physicist (1844–1906)
theory in his 1877 paper beyond Carnot, Rudolf Clausius, James Clerk Maxwell and Lord Kelvin by demonstrating that entropy is contributed to by heat
Ludwig_Boltzmann
Body of matter in a state of internal equilibrium
defined quantity called 'time rate of entropy production' is very useful. Non-equilibrium thermodynamics is mostly beyond the scope of the present article
Thermodynamic_system
Effective force in molecular and colloidal systems
R.; Dietrich, S. (1 November 1999). "Understanding Depletion Forces beyond Entropy". Physical Review Letters. 83 (19): 3960–3963. arXiv:cond-mat/9908350
Depletion_force
Hypothetical quantum cosmological effect
finite entropy proportional to their surface area, and therefore should also have a temperature. Due to Bekenstein's contribution to black hole entropy, it
Hawking_radiation
1981 novel by Vonda N. McIntyre
The Entropy Effect is a science fiction novel by American writer Vonda N. McIntyre, set in the fictional Star Trek Universe. Developed from a screenplay
The_Entropy_Effect
Hypothetical non-planetary origins of life
needed to constantly create order out of the disorder (i.e., to combat entropy) via self-replication The authors proceed to argue that inside Sun-like
Non-planetary_abiogenesis
1973 novel by Thomas Pynchon
Immersing himself in 'the destructive element' and exploring paranoia, entropy and the love of death as primary forces in the history of our time, Pynchon
Gravity's_Rainbow
Thermodynamic theorem
nearly-ideal gas of molecules. As this quantity H was meant to represent the entropy of thermodynamics, the H-theorem was an early demonstration of the power
H-theorem
Individual living life form
homogeneity and autonomy an immune response, separating self from foreign "anti-entropy", the ability to maintain order, a concept first proposed by Erwin Schrödinger;
Organism
2008 American film
Beyond Our Differences is a 2008 documentary film. A production of New York documentary film company Entropy Films, Beyond Our Differences has been featured
Beyond_Our_Differences
Study of the relations between thermodynamics and quantum mechanics
accounts for the entropy change before and after a change in the entire system. A dynamical viewpoint is based on local accounting for the entropy changes in
Quantum_thermodynamics
Physics phenomenon
the von Neumann entropy of either particle is log(2), which can be shown to be the maximum entropy for 2 × 2 mixed states. Entropy provides one tool
Quantum_entanglement
Criterion for choosing a probability distribution in statistical mechanics
algorithm to non-equilibrium systems with the principle of maximum entropy and maximum entropy thermodynamics. Physicists call the result of applying the Gibbs
Gibbs_algorithm
Indian rapper and songwriter (born 2000/01)
single "Bad". In November 2022, she released her debut four-track EP, Entropy. In 2025, she received widespread recognition in the Indian film industry
Reble
make up of the axon. The action potential pulse model takes into account entropy and the conduction speed of the action potential along an axon. It is an
Action_potential_pulse
Listing of characters on American television series Criminal Minds
season 11, Spencer takes some time off from the BAU to visit her. In "Entropy", he reveals she has early signs of dementia and when he first walked in
List of Criminal Minds characters
List_of_Criminal_Minds_characters
Physical quantity
and others. It also led to a mathematical formulation of the concept of entropy by Clausius and to the introduction of laws of radiant energy by Jožef
Energy
Lowest theoretical temperature
temperature, a state at which a system's internal energy, and in ideal cases entropy, reach their minimum values. The Kelvin scale is defined so that absolute
Absolute_zero
Process for anonymizing data
sensitive field in each equivalence class exist. Entropy l-diversity – The most complex definition defines Entropy of an equivalent class E to be the negation
L-diversity
2018 educational video game
primordial Earth and generate a currency called "entropy" through tapping and automated systems. Entropy is used to unlock milestones, such as the formation
Cell_to_Singularity
Theories about the end of the universe
Under this scenario, the universe eventually reaches a state of maximum entropy in which everything is evenly distributed and there are no energy gradients—which
Ultimate_fate_of_the_universe
Low-quality AI-generated digital content
effect of increasing AI slop on the web has been likened to the increase in entropy as driven by the Second Law of Thermodynamics. As early large language
AI_slop
selected at another point." With it came the ideas of the information entropy and redundancy of a source, and its relevance through the source coding
History_of_information_theory
Facts provided or learned about something or someone
mental stimuli, pattern, perception, proposition, representation, and entropy. Information is often processed iteratively: Data available at one step
Information
Thermodynamics material reference point
quantity in the standard state, such as change in enthalpy (ΔH°), change in entropy (ΔS°), or change in Gibbs free energy (ΔG°). The degree symbol has become
Standard_state
Term in information theory
measure for random vectors in Euclidean space, based on the normalized entropy of finely quantized versions of the random vectors. This concept was first
Information_dimension
2015 film by Brad Bird
incoherent, or naïve. It is a kids' movie, after all." Anthony Perrotta of Entropy commented that the film was inspired by the beliefs of both Walt Disney
Tomorrowland_(film)
Observation that in many real-life datasets, the leading digit is likely to be small
2011). Entropy in Dynamical Systems. Cambridge University Press. p. 106. ISBN 978-1-139-50087-6. Smorodinsky, Meir (1971). "Chapter IX. Entropy and generators
Benford's_law
Theory of subatomic structure
systems such as gases, the entropy scales with the volume. In the 1970s, the physicist Jacob Bekenstein suggested that the entropy of a black hole is instead
String_theory
Device converting heat flow into usable work at the nanoscale
thermodynamics requires non-negative entropy production. As the cold reservoir approaches absolute zero, entropy production must scale as: S ˙ c ∝ − T
Quantum_heat_engine
Thermodynamic process in which no mass or heat is exchanged with surroundings
of the position of the gas is reduced, and seemingly would reduce the entropy of the system, but the temperature of the system will rise as the process
Adiabatic_process
Nursery rhyme character
(though not impossible) to return him to his earlier state of lower entropy, as the entropy of an isolated system never decreases. Children's literature portal
Humpty_Dumpty
General form of the GENERIC equation
with both reversible and irreversible dynamics (generated by energy and entropy, respectively). GENERIC formalism is the theory built around the GENERIC
GENERIC_formalism
1964 novel by Damon Knight
Fiction Century. Macmillan. p. 1024. ISBN 9781854878618. Smithson, Robert. "Entropy and the New Monuments". Shackley, Paul. "Time Travel and Poul Anderson"
Beyond_the_Barrier
1956 science-fiction short story by Isaac Asimov
successive generations, humanity questions Multivac on the subject of entropy. The story blends science fiction, theology, and philosophy. It has been
The_Last_Question
Assumption in the kinetic theory of gases
G.; Malaspinas, O.; Chopard, B. (2017). "Kinetic theory beyond the Stosszahlansatz". Entropy. 19 (8): 381. Bibcode:2017Entrp..19..381C. doi:10.3390/e19080381
Molecular_chaos
Type of machine learning model
portions of any given test set. In information theory, the concept of entropy is intricately linked to perplexity, a relationship notably established
Large_language_model
Theoretical engine
Clausius in 1857, work that led to the fundamental thermodynamic concept of entropy. The Carnot engine is the most efficient heat engine which is theoretically
Carnot_heat_engine
Agent-based segregation model
a calculation of the entropy; S = k B ln Ω ( R ) . {\textstyle S=k_{B}{\text{ln}}\Omega (R).} This allows a trace of the entropy to be computed over the
Schelling's model of segregation
Schelling's_model_of_segregation
Type of data structure
Cassandra and Riak implement a Dynamo-inspired process called anti-entropy. In anti-entropy, replicas exchange Merkle trees to identify parts of their replicated
Merkle_tree
Physical chemist
2020. Bindel, Thomas H. (2004). "Teaching Entropy Analysis in the First-Year High School Course and Beyond". J. Chem. Educ. 81 (11): 1585–1594. doi:10
Henry_A._Bent
1996 EP by Society Burning
Entropy.Lingua is an EP by Society Burning, released on March 5, 1996 by Re-Constriction Records. Aiding & Abetting reviewed the Entropy.Lingua EP positively
Entropy.Lingua
Romanian mathematician, statistician and economist (1906–1994)
statistician and economist. He is best known today for his 1971 magnum opus The Entropy Law and the Economic Process, in which he argued that all natural resources
Nicholas_Georgescu-Roegen
English theoretical physicist (1942–2018)
Hawking's law states that even though black holes lose energy (or "have an entropy") from gravitational waves and increasing angular momentum from their rotation
Stephen_Hawking
Theoretical physicist
Engelhardt N, Wall AC. Quantum extremal surfaces: holographic entanglement entropy beyond the classical regime. Journal of High Energy Physics. 2015 Jan;2015(1):1-27
Aron_Wall
2011 book by Terrence Deacon
laser light. Maximum entropy production: The organized structure of a morphodynamic system forms to facilitate maximal entropy production. In the case
Incomplete_Nature
Property of computational resources needed
simultaneously measured. Magic is commonly measured using the stabilizer Rényi entropy, which can be experimentally determined through randomized measurement
Magic_(quantum_information)
Symmetry between bosons and fermions
(March 2016). "Introduction to Supersymmetric Theory of Stochastics". Entropy. 18 (4): 108. arXiv:1511.03393. Bibcode:2016Entrp..18..108O. doi:10.3390/e18040108
Supersymmetry
Ability of two substances to form a homogeneous solution when mixed
nearly pure silver. If a mixture of polymers has lower configurational entropy than the components, they are likely to be immiscible in one another even
Miscibility
Physical law for definition of temperature
provides an independent definition of temperature without reference to entropy, which is defined in the second law. The law was established by Ralph H
Zeroth_law_of_thermodynamics
Book by Roger Penrose
Thermodynamics and its inevitable march toward a maximum entropy state of the universe. Penrose illustrates entropy in terms of information state phase space (with
Cycles_of_Time
Computer data measurements and scales
Entropy in thermodynamics and information theory. Entropy (information theory), such as the amount of information that can be stored in DNA Entropy (thermodynamics)
Orders_of_magnitude_(data)
2026. Due out on February 11. Romano, Sal (November 11, 2025). "BlazBlue: Entropy Effect X announced for PS5, Xbox Series, and Switch". Gematsu. Retrieved
List of video games released in 2026
List_of_video_games_released_in_2026
Hypothesized entity in outer space
region rotates as a solid body. It is characterized by hot vapor and high entropy levels, as well as higher angular velocities. The transition region is
Synestia
Foundational principle in quantum physics
of the inequality. Second, recall the Shannon entropy has been used, not the quantum von Neumann entropy. Finally, the normal distribution saturates the
Uncertainty_principle
American rock band
the Golden Egg of Empathy (2026) Lime and Limpid Green (2017) Melody of Entropy (2026) "Cricket and the Genie" (2016) "Blood and Rockets" b/w "Easily Charmed
The_Claypool_Lennon_Delirium
Encoding which maps information to a variable number of bits
identically-distributed source may be compressed almost arbitrarily close to its entropy. This is in contrast to fixed-length coding methods, for which data compression
Variable-length_encoding
American singer-songwriter (born 1941)
Western culture in a song described by Andy Gill as "an 11-minute epic of entropy, which takes the form of a Fellini-esque parade of grotesques and oddities
Bob_Dylan
Statistical law in machine learning
performance evaluation metric of interest (e.g. prediction error, cross entropy, calibration error, AUROC, BLEU score percentage, F1 score, reward, Elo
Neural_scaling_law
Heating a liquid to a temperature above its boiling point without boiling
times the melting temperature, sometimes referred to as an "entropy catastrophe," beyond which a solid would be thermodynamically unstable relative to
Superheating
Creation of two phases of matter from a single homogenous mixture
{\displaystyle S} the entropy. Thus, the change of the free energy in mixing is the sum of the enthalpy of mixing and the entropy of mixing. The enthalpy
Phase_separation
State of matter
solids. The entropic forces are not "forces" in the mechanical sense; rather, they describe the tendency of a system to maximize its entropy at fixed energy
Liquid
Quantum benchmarking protocol
Cross-entropy benchmarking (XEB) is a statistical measure used to evaluate the performance in random circuit sampling experiments. It quantifies how strongly
Cross-entropy_benchmarking
Australian writer (1946–2025)
in The Patternmaker : Nine Science Fiction Stories (ed. Lucy Sussex) "Entropy" (1995) in Bonescribes: Year's Best Australian Horror: 1995 (ed. Bill Congreve
Leanne_Frahm
thermodynamic process. It led to the concept of entropy, whose meaning is indicated below. The word entropy ("transformational energy") was coined by Clausius
Carnot_engine_explanation
corresponding to code points used for UTF-16 surrogates or code points beyond U+10FFFF). Computing – UTF-16/Unicode: There are 1,114,112 (220 + 216) distinct
Orders_of_magnitude_(numbers)
Measure of nonclassical correlations between two subsystems of a quantum system
classical case, H(A) is the information entropy, H(A, B) the joint entropy and H(A|B) the conditional entropy, and the two expressions yield identical
Quantum_discord
Theorem that tells the maximum rate at which information can be transmitted
bound as the rate is increased, so no useful information can be transmitted beyond the channel capacity. The theorem does not address the rare situation in
Shannon–Hartley_theorem
Type of material
High entropy alloys (HEAs) such as AlLiMgScTi are composed of equal or nearly equal quantities of five or more metals. The term "high-entropy alloys"
Metal
1934 book by J. D. Unwin
societies develop, they become more sexually liberal, accelerating the social entropy of the society, thereby diminishing its "creative" and "expansive" energy
Sex_and_Culture
State of thermodynamic systems where no net flow of matter or energy occurs
thermodynamic equilibrium), accompanied by an increase in the system's entropy. Classical thermodynamics deals with states of dynamic equilibrium. The
Thermodynamic_equilibrium
Concept involving online bot activity
internet, caused by bot activity, has been likened to the increase in entropy as driven by the Second Law of Thermodynamics. The dead Internet theory
Dead_Internet_theory
Sequence of data points over time
Correlation entropy Approximate entropy Sample entropy Fourier entropy [uk] Wavelet entropy Dispersion entropy Fluctuation dispersion entropy Rényi entropy Higher-order
Time_series
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