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Logarithmic-space (RL), sometimes called RLP (Randomized Logarithmic-space Polynomial-time), is the complexity class of computational complexity theory problems
RL_(complexity)
Topics referred to by the same term
R&B singer RL Grime, American musician, producer R. L. Stine, American author RL (complexity), a complexity class of mathematical problems RL circuit, a
RL
Computer memory needed by an algorithm
researchers consider the open problem of whether L = RL. The corresponding nondeterministic space complexity class is NL. The term auxiliary space refers to
Space_complexity
Computational complexity
complexity theory, many important questions about NL are still open (see Unsolved problems in computer science). Occasionally NL is referred to as RL
NL_(complexity)
Complexity class (logarithmic space)
In computational complexity theory, L (also known as LSPACE, LOGSPACE or DLOGSPACE) is the complexity class containing decision problems that can be solved
L_(complexity)
Field of machine learning
In machine learning and optimal control, reinforcement learning (RL) is concerned with how an intelligent agent should take actions in a dynamic environment
Reinforcement_learning
Set of problems in computational complexity theory
In computational complexity theory, a complexity class is a set of computational problems "of related resource-based complexity". The two most commonly
Complexity_class
Argument by proponents of intelligent design
Irreducible complexity (IC) is the argument that certain biological systems with multiple interacting parts would not function if one of the parts were
Irreducible_complexity
Machine learning that combines deep learning and reinforcement learning
reinforcement learning (deep RL) is a subfield of machine learning that combines reinforcement learning (RL) and deep learning. RL considers the problem of
Deep_reinforcement_learning
Psychology, 64(5), 834-846. Woolfolk, R.L., Novalany, J.G., Allen, M.A., & Polino, M. (1995). Self-complexity, self-evaluation, and depression: An examination
Self-complexity
Complexity class
In computational complexity theory, SC (Steve's Class, named after Stephen Cook) is the complexity class of problems solvable by a deterministic Turing
SC_(complexity)
Concept in computational complexity theory
CiteSeerX 10.1.1.394.1662, doi:10.1137/0218038 Nisan, N. (1994), "RL ⊆ SC", Computational Complexity, 4 (1): 1–11, doi:10.1007/BF01205052, An earlier version of
BPL_(complexity)
Exploring complexity : an introduction. New York: W.H. Freeman. ISBN 978-0-7167-1859-8. OCLC 18989681. Ricca, R.L. (2005). "Structural complexity". In A
Structural complexity (applied mathematics)
Structural_complexity_(applied_mathematics)
Standard for assessing computer system vulnerabilities
score of 7.3, with a temporal vector of E:P/RL:U/RC:UC (or a full vector of AV:N/AC:L/Au:N/C:P/I:P/A:C/E:P/RL:U/RC:UC). If the vendor then confirms the
Common Vulnerability Scoring System
Common_Vulnerability_Scoring_System
of complexity classes in computational complexity theory. For other computational and complexity subjects, see list of computability and complexity topics
List_of_complexity_classes
Scottish novelist and poet (1850–1894)
24, and his father added a brass plate to the Heriot Row house reading "R.L. Stevenson, Advocate". His law studies did influence his books, but he never
Robert_Louis_Stevenson
Mathematical model of computation
logarithmic space instead of polynomial time, the analogous RL, co-RL, and ZPL complexity classes are obtained. By enforcing both restrictions, RLP, co-RLP
Probabilistic_Turing_machine
Machine learning technique
ϕ RL ( ⋅ | x ) {\displaystyle x\sim D_{RL},y\sim \pi _{\phi }^{\text{RL}}(\cdot |x)} , which means "sample a prompt from D R L {\displaystyle D_{RL}}
Reinforcement learning from human feedback
Reinforcement_learning_from_human_feedback
List of unsolved computational problems
problem P = PSPACE problem L = NL problem PH = PSPACE problem L = P problem L = RL problem Unique games conjecture Is the exponential time hypothesis true? Is
List of unsolved problems in computer science
List_of_unsolved_problems_in_computer_science
Device that converts other energy to electrical energy
dynamo produced 310 amperes at 7 volts. Dynamos are no longer used due to the size and complexity of the commutator needed for high power applications.
Electric_generator
Use of artificial intelligence in the automation of electronic design
game of Go inspired researchers. They began to apply reinforcement learning (RL) to difficult EDA problems. These problems often require searching through
AI-driven_design_automation
Complexity class
In computational complexity theory, NP-complete problems are the hardest of the problems to which solutions can be verified quickly. Somewhat more precisely
NP-completeness
Topics referred to by the same term
Samsung IPS panel technology IBM PL/S, a systems programming language Rand RL/S, Rand Corporation's version of IBM's PL/S Papillon–Lefèvre syndrome, a disease
PLS
Topics referred to by the same term
a mathematical object of computational complexity Circuit complexity, a branch of computational complexity theory Cycle (graph theory), a closed path
Circuit
Esports tournament
Ninjas in Pyjamas Monte Contenders MOUZ Team Liquid Grayhound Gaming Complexity Gaming The Mongolz Fluxo ENCE FaZe Clan Qualification took place through
Blast_Paris_Major_2023
Breadth of ideas which can be represented in a formal language
that can be expressed in OWL2 RL (rule language). OWL2 EL may therefore be said to have less expressive power than OWL2 RL. These restrictions allow for
Expressive power (computer science)
Expressive_power_(computer_science)
Subfield of convex optimization
optimization of complex systems. In recent years, some quantum query complexity problems have been formulated in terms of semidefinite programs. A linear
Semidefinite_programming
Counter-Strike 2 tournament
Rare Atom The MongolZ FlyQuest MIBR Wildcard paiN Gaming Team Liquid Complexity Gaming Imperial Esports FURIA Esports Qualification took place through
Perfect World Shanghai Major 2024
Perfect_World_Shanghai_Major_2024
Counter-Strike 2 tournament
Mongolz Lynn Vision Imperial Esports FURIA Esports paiN Gaming Legacy Complexity Gaming Qualification took place through three Regional Major Ranking events
PGL_Major_Copenhagen_2024
Telecommunications standard for the wireless transmission of data through radio signals
Distributed RL power control based on other cell interference Real time services enabled by fast seamless L1/L2 handoffs Independent RL & FL handoffs
Evolution-Data_Optimized
1016/j.cretres.2019.104277. ISSN 0195-6671. S2CID 210296124. Nascimento, R.L.; Fukuda, M.V.; de Paiva, P.C. (2019). "Two new sponge-associated Branchiosyllis
List of organisms named after famous people (born 1925–1949)
List_of_organisms_named_after_famous_people_(born_1925–1949)
Property of a model
the bias–variance tradeoff describes the relationship between a model's complexity, the accuracy of its predictions, and how well it can make predictions
Bias–variance_tradeoff
Counter-Strike 2 tournament
Esports Team Liquid paiN Gaming FURIA Esports MIBR M80 Imperial Esports Complexity Gaming Fluxo Wildcard NRG Esports Legacy The MongolZ Lynn Vision Gaming
Blast_Austin_Major_2025
Adaptive filter algorithm for digital signal processing
convergence. However, this benefit comes at the cost of high computational complexity. RLS was discovered by Gauss but lay unused or ignored until 1950 when
Recursive least squares filter
Recursive_least_squares_filter
Type of rocket nozzle
role. For the aforementioned reasons modern designs (e. g. NK-33-1, RL-10A-4, and RL-10B-2) feature radiatively cooled reinforced carbon–carbon nozzle extensions
Expanding_nozzle
Complexity class of decision problems
804426. ISBN 978-1-4503-7438-5. Nisan, Noam (1994-03-01). "RL ⊆ SC". Computational Complexity. 4 (1): 1–11. doi:10.1007/BF01205052. ISSN 1420-8954. v t
PolyL
Bilateral relations
camp in Pakistan". India Today. February 28, 2019. Retrieved 2023-04-28. RFE/RL. "Trump, India's Modi Call On Pakistan To Stem Terror Attacks". RadioFreeEurope/RadioLiberty
History of India–United States relations
History_of_India–United_States_relations
Adaptations of marine vertebrates to diving
1002/(SICI)1097-0185(20000501)259:1<41::AID-AR5>3.0.CO;2-Q. PMID 10760742. Reep, R.L.; Marshall, C.D.; Stoll, M.L. (2002). "Tactile Hairs on the Postcranial Body
Physiology of underwater diving
Physiology_of_underwater_diving
Esports tournament
Eagles MIBR Imperial Esports Contenders Eternal Fire Team Spirit Outsiders Complexity Gaming Team Liquid 9z Team IHC Esports Renegades The New Challengers stage
PGL_Major_Antwerp_2022
Mathematical formalism for artificial general intelligence
book Universal Artificial Intelligence. AIXI is a reinforcement learning (RL) agent. It maximizes the expected total rewards received from the environment
AIXI
Legal and scientific dispute over 2021 Nature paper by Google
placement, a stage of chip floorplanning, based on reinforcement learning (RL), a machine learning method in which a system iteratively improves its decisions
AlphaChip_(controversy)
Classification of algorithm
appear for problems that are so large they never occur, or the algorithm's complexity outweighs a relatively small gain in real-world performance. Galactic
Galactic_algorithm
Two-dimensional Turing machine with emergent behavior
whether a left or right turn should be taken. Langton's ant has the name "RL" in this naming scheme. Some of these extended Langton's ants produce patterns
Langton's_ant
bony-crested Jurassic dinosaur with evidence of iridescent plumage highlights complexity in early paravian evolution". Nature Communications. 9 (1) 217. Bibcode:2018NatCo
List of Mesozoic bird-line archosaur genera (C–F)
List_of_Mesozoic_bird-line_archosaur_genera_(C–F)
Hawaii). The diverse nature of these political formations reflects the complexity of state formation and dissolution in times of rapid political change
List of short-lived states and dependencies
List_of_short-lived_states_and_dependencies
(RFE/RL), 20 September 2007. "Armenia Learning From Crisis, Says World Bank " Archived 2012-03-07 at the Wayback Machine, Armenia Liberty (RFE/RL), 27
Economy_of_Armenia
Method of heat exchange in which convection drives pumpless circulation
to simplify the transfer of liquid or gas while avoiding the cost and complexity of a conventional pump. Natural convection of the liquid starts when heat
Thermosiphon
Algorithm for computing convex hulls in a set of points
finding the convex hull of a finite set of points in the plane with time complexity O(n log n). It is named after Ronald Graham, who published the original
Graham_scan
Family of birds
Haven: Yale University Press. ISBN 0-300-04085-7. Livezey, Bradley C.; Zusi, RL (January 2007). "Higher-order phylogeny of modern birds (Theropoda, Aves:
Mesite
Esoteric, minimalist programming language
was set to 'o' from the end of 'Hello' +++.------.--------. Cell #3 for 'rl' and 'd' >>+. Add 1 to Cell #5 gives us an exclamation point >++. And finally
Brainfuck
Personality model consisting of five broad dimensions
HEXACO, supplement the Big 5 traits with additional variables, trading off complexity for model fit. The Big Five model originated from the lexical hypothesis
Big_Five_personality_traits
Country in Southeast Asia and Oceania
Development Bank. Archived (PDF) from the original on 25 May 2021. Naylor, R.L.; et al. (8 May 2007). "Assessing risks of climate variability and climate
Indonesia
Measure of branching complexity
measure of its branching complexity. These numbers were first developed in hydrology, as a way of measuring the complexity of rivers and streams, by
Strahler_number
Type of program in computer graphics
real-world example of the benefits of geometry shaders would be automatic mesh complexity modification. A series of line strips representing control points for
Shader
Language of northern Australia
sequences of the finite verbs of the two languages are too similar (in their complexities and their irregularities) to have come about through anything other than
Murrinh-patha_language
Indicator for the complexity of texts
October 15, 2024 – via law.onecle.com. Kincaid JP, Fishburne RP Jr, Rogers RL, Chissom BS (February 1975). "Derivation of new readability formulas (Automated
Flesch–Kincaid readability tests
Flesch–Kincaid_readability_tests
Surgical Seam for four stitches
Basics of dermatologic surgery. Chicago: Year Book Medical. pp. 42–5. Moy, RL; Lee, A; Zalka, A (1991). "Commonly used suturing techniques in skin surgery"
Vertical_mattress_stitch
Former lake, Pleisto- Holocene glacial lake, 72,600–7200 BP in Andes, South America
shorelines". Geophysical Research Letters. 21 (4): 293–296. Bibcode:1994GeoRL..21..293B. CiteSeerX 10.1.1.528.1524. doi:10.1029/93GL03544. Ballivian & Risacher
Lake_Tauca
Self-balancing binary search tree
double rotations (LL, LR, RL, RR as in an AVL tree) in insert/delete operations, if we desire only logarithmic performance, LR and RL are the only rotations
Weight-balanced_tree
Disorder of depression and mood episodes
PMID 25946396. Youngstrom EA, Halverson TF, Youngstrom JK, Lindhiem O, Findling RL (March 2018). "vidence-Based Assessment from Simple Clinical Judgments to
Bipolar_disorder
Actual use of language in concrete situations
preferred in performance. Performance preference is related to structure complexity and processing, or comprehension, efficiency. Specifically, a complex
Linguistic_performance
98–116. doi:10.1016/j.chroma.2014.10.039. PMC 4318794. PMID 25458901. McCarley RL, Vaidya B, Wei S, Smith AF, Patel AB, Feng J, et al. (January 2005). "Resist-free
Droplet-based_microfluidics
integer that can appear in a state-vector is in the range [0,rL]. Partition the range [0,rL] into L+1 r-intervals: I 0 = [ 0 ] ; I 1 = [ 1 , r ) ; I 2 =
Fully polynomial-time approximation scheme
Fully_polynomial-time_approximation_scheme
Baroque architectural style from Sicily
Seismology" (PDF). Seismological Research Letters. 80 (2): 243–259. Bibcode:2009SeiRL..80..243P. doi:10.1785/gssrl.80.2.243. "The Bombing of Italy" (PDF). University
Sicilian_Baroque
Earth's most severe extinction event
collapse". Geophysical Research Letters. 34 (2) 2006GL028384: 1–4. Bibcode:2007GeoRL..34.2801L. doi:10.1029/2006GL028384. S2CID 55812439. Kaiho, Kunio; Koga, Seizi
Permian–Triassic extinction event
Permian–Triassic_extinction_event
Class of reinforcement learning algorithms
by a differentiable parameter θ {\displaystyle \theta } . In policy-based RL, the actor is a parameterized policy function π θ {\displaystyle \pi _{\theta
Policy_gradient_method
Scientific dating of the Earth
University Press: Cambridge, 131p.[ISBN missing] Harland, W.B.; Armstrong, R.L.; Cox, A.V.; Craig, L.E.; Smith, A.G.; Smith, D.G., 1990. A Geologic Time
Age_of_Earth
Chemical element with atomic number 5 (B)
Archived from the original on 23 July 2011. Retrieved 26 April 2013. Travers RL, Rennie G, Newnham R (1990). "Boron and Arthritis: The Results of a Double-blind
Boron
Study of mathematical models of knotting phenomena
various fields of science, including topological fluid dynamics, structural complexity analysis and DNA biology (Kauffman 1991, Ricca 1998). Traditional knot
Physical_knot_theory
Mental disorder
Disorders. 3 (4): 295–302. doi:10.1016/0887-6185(89)90020-0. Rapp AM, Bergman RL, Piacentini J, McGuire JF (January 2016). "Evidence-Based Assessment of Obsessive-Compulsive
Obsessive–compulsive_disorder
Protection from financial loss
Foundations". Loss Data Analytics Second Edition. Retrieved 8 June 2025. Brown RL. (1993). Introduction to Ratemaking and Loss Reserving for Property and Casualty
Insurance
Functional/anatomical change at cellular level due to a substance
resistance. Mechanism of action in pharmaceuticals Adverse outcome pathway Grant RL, Combs AB, Acosta D (2010). "Experimental Models for the Investigation of
Mode_of_action
Awareness of internal and external existence
Social Brain. Oxford University Press. ISBN 978-0-19-992864-4. Carhart-Harris RL, Friston KJ, Barker EL (20 June 2019). "REBUS and the Anarchic Brain: Toward
Consciousness
Type of electronic filter used in audio
crossovers of order higher than 4 may be less practical due to their complexity and an increasing peak in group delay around the crossover frequency.
Linkwitz–Riley_filter
Casualties of ongoing conflict since 2014
parties. Foreign fighters and civilian casualties added to the war's complexity, with international involvement and impacts extending beyond the immediate
Casualties of the Russo-Ukrainian war
Casualties_of_the_Russo-Ukrainian_war
doi:10.1016/j.cell.2015.05.002. PMC 4481139. PMID 26000488. Marco E, Karp RL, Guo G, Robson P, Hart AH, Trippa L, Yuan GC (December 2014). "Bifurcation
List of RNA-Seq bioinformatics tools
List_of_RNA-Seq_bioinformatics_tools
Bronze Age civilisation in South Asia
aridification of India". Geophysical Research Letters. 39 (3). L03704. Bibcode:2012GeoRL..39.3704P. doi:10.1029/2011GL050722. hdl:1912/5100. Possehl, Gregory L. (2002)
Indus_Valley_Civilisation
Recording a business transaction as debit and credit
and understand the financial picture of a company's operations. As the complexity and volume of transactions increases, companies use ledgers and accounting
Double-entry_bookkeeping
Species of cephalopod
calcification". Geophysical Research Letters. 34 (7): L07603. Bibcode:2007GeoRL..34.7603G. doi:10.1029/2006gl028554. hdl:20.500.11755/a8941c6a-6d0b-43d5-ba0d-157a7aa05668
Giant_Pacific_octopus
Outermost layer of the Sun's atmosphere
streamers". Geophysical Research Letters. 27 (18): 2885–2888. Bibcode:2000GeoRL..27.2885O. doi:10.1029/2000GL000097. Giacconi, Riccardo (1992). "G. S. Vaiana
Solar_corona
Stratified complex society
that there were diminishing returns to complexity, due to which, as states achieved a maximum permissible complexity, they would decline when further increases
Civilization
"Misdiagnosis of Cognitive Impairment in Forensic Neuropsychology". In Heilbronner RL (ed.). Neuropsychology in the Courtroom: Expert Analysis of Reports and Testimony
List_of_cognitive_biases
Subgenre of role-playing video games
entries in the Seven Day Roguelike Challenge; examples include such as DoomRL (2013) and Desktop Dungeons (2013) Some games would also take advantage of
Roguelike
Condition involving social and behavioral differences
non-speaking or minimally speaking. The age at which speech develops and the complexity of early language development are significant predictors of verbal communication
Autism
Yellow-green phosphate mineral
the four remaining hydrogen as being in a chain and contributing to the complexity of the structure but Gatta et al., 2013, gives a well define H-bonding
Brazilianite
Learning disability affecting reading
2 November 2018. Archived from the original on 4 January 2017. Peterson RL, Pennington BF (May 2012). "Developmental dyslexia". Lancet. 379 (9830): 1997–2007
Dyslexia
Organic compounds containing amine and carboxylic groups
Annales de Chimie et de Physique. 2nd Series. 13: 113–125. Simoni RD, Hill RL, Vaughan M (September 2002). "The discovery of the amino acid threonine: the
Amino_acid
Neurotoxin produced by Clostridium botulinum
Dermatologic Surgery. 19 (1): 1–8. doi:10.1016/j.jdds.2014.06.002. Rosales RL, Bigalke H, Dressler D (February 2006). "Pharmacology of botulinum toxin:
Botulinum_toxin
Psychedelic drug
Retreat September 16th, 2022 – William and Ida Friday Center. Carhart-Harris RL, Muthukumaraswamy S, Roseman L, Kaelen M, Droog W, Murphy K, et al. (April
LSD
American computer scientist (born 1947)
covers automata theory, computational complexity theory, and the theory of formal languages; its inclusion of complexity theory and mathematical logic was
Harry_R._Lewis
Reciprocating internal combustion engine
plugs per cylinder. It was cast iron for its higher beam strength, less complexity and hence lower production costs. When new, these engines were notable
Alfa_Romeo_Twin_Spark_engine
Viral disease affecting humans
19 July 2024. Retrieved 9 April 2025. Rota PA, Moss WJ, Takeda M, de Swart RL, Thompson KM, Goodson JL (July 2016). "Measles". Nature Reviews. Disease Primers
Measles
Relational database programming language
reasons for the lack of portability between database systems include: The complexity and size of the SQL standard means that most implementers do not support
SQL
International agreement on the nuclear program of Iran
September 2025. "Iran Recalls Ambassadors As 'Snapback' Sanctions Loom". RFE/RL. 27 September 2025. Retrieved 27 September 2025. "Iran and Russia sign $25bn
Iran_nuclear_deal
Sexual behavior of non-human animals
Goodall-Copestake WP, Wang J, Walling CA, Bateman AW, Flower TP, Sutcliffe RL, Samson J, Thavarajah NK, Kruuk LE, Clutton-Brock TH, Pemberton JM (2012)
Animal_sexual_behaviour
Organization's workforce
from the original on 27 October 2022. Retrieved 26 October 2022. Mathis, R.L; Jackson, J.H (2003). Human Resource Management. Thomson. "Human Resources
Human_resources
Mathematical algorithm
34.4526T. doi:10.1118/1.2789499. PMID 18072519. Canutescu, AA; Dunbrack, RL (2003). "Cyclic coordinate descent: A robotics algorithm for protein loop
Coordinate_descent
Canid species native to Australia
Australian Digital Theses Program. Rose 1992, pp. 47–49 Gunn, R.G.; Whear, R.L.; Douglas, L.C. (2016). "A Dingo Burial from the Arnhem Land Plateau" (PDF)
Dingo
System of surface and deep currents in the Atlantic Ocean
JT; Abe-Ouchi, A; Bi, D; van den Broeke, MR; Chan, WL; Hu, A; Beadling, RL; Marsland, SJ; Mernild, SH; Saenko, OA; Swingedouw, D; Sullivan, A; Yin, J
Atlantic meridional overturning circulation
Atlantic_meridional_overturning_circulation
Conformance of AI to intended objectives
(2025). "Natural Emergent Misalignment from Reward Hacking in Production RL". arXiv:2511.18397 [cs.LG]. Hubinger, Evan (2024). "Sleeper Agents: Training
AI_alignment
RL COMPLEXITY
RL COMPLEXITY
Surname or Lastname
German (Wörl)
German (Wörl) : variant of Wehrle.English : perhaps a habitational name for someone from Worle in Somerset, which is most probably named with Old English wÅr ‘wood grouse’ + lÄ“ah ‘wood’, ‘(woodland) clearing’.
RL COMPLEXITY
RL COMPLEXITY
Boy/Male
Hindu, Indian
Gift from God
Boy/Male
Hindu, Indian
One who has No Fear
Boy/Male
Arabic, British
Form of Jasmine
Girl/Female
Tamil
Vardani | வரà¯à®¤à®¾à®¨à¯€
Name of a Raga
Girl/Female
Tamil
Worship
Girl/Female
Assamese, Bengali, Christian, Finnish, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Oriya, Sindhi, Tamil, Telugu
Upright; Bear; Night
Girl/Female
Australian, Hebrew
Graceful Lily
Girl/Female
Muslim
Rhythm, Voice
Girl/Female
Bengali, Hindu, Indian
Purified Gem
Boy/Male
Tamil
Nripesh | நà¯à®°à®¿à®ªà¯‡à®·
King of kings
RL COMPLEXITY
RL COMPLEXITY
RL COMPLEXITY
RL COMPLEXITY
RL COMPLEXITY
n.
Complexity.
n.
The act or process of complicating; the state of being complicated; intricate or confused relation of parts; entanglement; complexity.
n.
An assemblage of parts or organs, either in animal or plant, essential to the performance of some particular function or functions which as a rule are of greater complexity than those manifested by a single organ; as, the capillary system, the muscular system, the digestive system, etc.; hence, the whole body as a functional unity.
n.
The state of being complex; intricacy; entanglement.
n.
The state of being complex; complexity.
n.
The state of being complex; complexity.
n.
The state or quality of being intricate or entangled; perplexity; involution; complication; complexity; that which is intricate or involved; as, the intricacy of a knot; the intricacy of accounts; the intricacy of a cause in controversy; the intricacy of a plot.
a.
Of or pertaining to katabolism; as, katabolic processes, which give rise to substances (katastates) of decreasing complexity and increasing stability.
n.
A rearrangement or concentration of the different constituents of one or more substances into a distinct and definite compound of greater complexity and molecular weight, often resulting in an increase of density, as the condensation of oxygen into ozone, or of acetone into mesitylene.
n.
That which is complex; intricacy; complication.
pl.
of Complexity