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Architectural motif in neural networks for aggregating information
neurons in later layers in the network. Pooling is most commonly used in convolutional neural networks (CNN). Below is a description of pooling in 2-dimensional
Pooling_layer
Type of feedforward neural network
one layer into a single neuron in the next layer. Local pooling combines small clusters, tiling sizes such as 2 × 2 are commonly used. Global pooling acts
Convolutional_neural_network
Class of artificial neural networks
Global pooling: a global pooling layer, also known as readout layer, provides fixed-size representation of the whole graph. The global pooling layer must
Graph_neural_network
Deep learning model structure
fully-connected layer for further processing. See also: CNN model. The Pooling layer is used to reduce the size of data input. The Recurrent layer is used for
Layer_(deep_learning)
Influential 2012 deep convolutional neural network
eight layers: the first five are convolutional layers, some of them followed by max-pooling layers, and the last three are fully connected layers. The
AlexNet
Topics referred to by the same term
ready to use Thread pool pattern, a programming method where a number of threads are created to perform a number of tasks Pooling layer, a form of non-linear
Pool
Convolutional neural network structure
as convolutional layer, pooling layer and full connection layer. Every convolutional layer includes three parts: convolution, pooling, and nonlinear activation
LeNet
Metric used to assess image quality
deviation of the deepest layer in Inception v3 (the 2048-dimensional activation vector of its last pooling layer.) These layers are closer to output nodes
Fréchet_inception_distance
Neural network technology
2017, as networks grew increasingly deep. Convolutional neural network Pooling layer Feature learning Deep learning Computer vision Goodfellow, Ian; Bengio
Convolutional_layer
Series of convolutional neural networks for image classification
convolutional layers with stride 1, followed by ReLU activations. Max-pooling layers: After some convolutional modules, max-pooling layers with a 2 × 2
VGGNet
Explainable AI technique
average pooling (GAP) represents the key element in the original CAM approach. It is a dimensionality reduction technique and, similarly to other pooling layers
Class_activation_mapping
Family of convolutional neural networks
dimension-reduction by concatenating the output from a convolutional layer and a pooling layer. As an example, a tensor of size 35 × 35 × 320 {\displaystyle
Inception (deep learning architecture)
Inception_(deep_learning_architecture)
Interdisciplinary research area
pooling layer is also offered to assure validity. In QCNN architecture, the pooling layer is typically placed between succeeding convolutional layers
Quantum_machine_learning
Concept in machine learning
hidden weights of the convolution layer are the parameters to the filter. These can be reduced with a pooling layer which reduces the resolution (size)
Tensor_(machine_learning)
Overview of and topical guide to deep learning
Sigmoid function Softmax function Embedding Convolution Pooling layer Attention Batch normalization Layer normalization Residual connections Backpropagation
Outline_of_deep_learning
Type of artificial neural network
reject the pooling layer strategy of conventional CNNs that reduces the amount of detail to be processed at the next higher layer. Pooling allows a degree
Capsule_neural_network
Series of language models developed by Google AI
linear-softmax layer to produce the label outputs. The original code base defined the final linear layer as a "pooler layer", in analogy with global pooling in computer
BERT_(language_model)
Artificial neural network node function
activation functions are extensively used in the pooling layers in convolutional neural networks, and in output layers of multiclass classification networks. These
Activation_function
Diffusion flame
A pool fire is a type of diffusion flame where a layer of volatile liquid fuel is evaporating and burning. The fuel layer can be either on a horizontal
Pool_fire
Biological theory of intelligence
The concepts of spatial pooling and temporal pooling are still quite important in the current HTM algorithms. Temporal pooling is not yet well understood
Hierarchical_temporal_memory
Accumulation of brine in a seafloor depression
life on the pool's shores where bacteria and their symbionts grow near the highest concentrations of nutrient release. Patchy, reddish layers can be observed
Brine_pool
Automatic generation or recognition of paraphrased text
^{7\times 5}} . S {\displaystyle S} is then subject to a dynamic min-pooling layer to produce a fixed size n p × n p {\displaystyle n_{p}\times n_{p}}
Paraphrasing (computational linguistics)
Paraphrasing_(computational_linguistics)
Layer of water separating the well-mixed surface layer from the thermocline
Barrier layer in the ocean is a layer of water separating the well-mixed surface layer from the thermocline. The thickness of the barrier layer is defined
Barrier_layer_(oceanography)
Redundancy Protocol is used by the Reliable server pooling (RSerPool) framework for the communication between Pool Registrars to maintain and synchronize a handlespace
Endpoint Handlespace Redundancy Protocol
Endpoint_Handlespace_Redundancy_Protocol
Open standard processor interconnection for data centers
(CXL.cache) and device memory (CXL.mem). The serial communication and pooling capabilities allows CXL memory to overcome performance and socket packaging
Compute_Express_Link
Machine learning model for vision processing
as being equally good. Multihead attention pooling (MAP) applies a multiheaded attention block to pooling. Specifically, it takes as input a list of vectors
Vision_transformer
Layer in which active turbulence has homogenized some range of depths
limnological mixed layer is a layer in which active turbulence has homogenized some range of depths. The surface mixed layer is a layer where this turbulence
Mixed_layer
translation-invariant. CDBNs use the technique of probabilistic max-pooling to reduce the dimensions in higher layers in the network. Training of the network involves a
Convolutional deep belief network
Convolutional_deep_belief_network
resources to be pooled and allocated on demand. This enables both the sharing of single server resources for multi-tenancy, as well as the pooling of server
Database_virtualization
Type of computer data storage
pooling across multiple different implementations. Since data movement is relatively expensive and slow compared to computation and services, pooling
Software-defined_storage
Type of nuclear reactor
rods) immersed in an open pool usually of water. The water acts as neutron moderator, cooling agent and radiation shield. The layer of water directly above
Swimming_pool_reactor
Separation of blood into its components
Biomedical Engineering. 8 (2): 89–92. doi:10.1515/cdbme-2022-1024. Blood Plasma Pooling (from the Bloodbook.com website) Statement by Dr. Kathryn Zoon, Food and
Blood_fractionation
Computer system that receives and forwards requests
dynamically generated pages. Security: The proxy server is an additional layer of defense and can protect against some OS and web-server-specific attacks
Proxy_server
Method of bypassing authentication or encryption in a computer
different byte patterns can be turned by the model's embedding and pooling layers into a similar hidden representation. This means the trigger is not
Backdoor_(computing)
Man-made chemical-free swimming pool
meant to prevent the soil around the pool from caving in, simply by digging the pool with sloping sides. A layer of bentonite clay, ethylene propylene
Natural_swimming_pool
Branch of machine learning
artificial neurons into layers and "training" them to process data. The adjective "deep" refers to the use of multiple layers (ranging from three to several
Deep_learning
Classification of Artificial Neural Networks (ANNs)
convolutional layers with fully connected layers (matching those in typical ANNs) on top. It uses tied weights and pooling layers. In particular, max-pooling. It
Types of artificial neural networks
Types_of_artificial_neural_networks
Material underneath a road or track
load-bearing layer. Failure of the subgrade can cause depressions and rutting of the upper base and surface courses. These in turn can lead to water pooling in
Subgrade
Distinct layer of temperature change in a body of water
A thermocline (also known as the thermal layer or the metalimnion in lakes) is a distinct layer based on temperature within a large body of fluid (e.g
Thermocline
1987 treaty to protect the ozone layer
Protocol on Substances That Deplete the Ozone Layer, is an international treaty designed to protect the ozone layer by phasing out the production of numerous
Montreal_Protocol
Seasonal pools of water that provide habitat
to the center of the pool are more inundated, leading to zonation of plant communities as the water level recedes. This clay layer also allows pools to
Vernal_pool
company's investors. LayerOne invention of virtual pooling points CityNet enters LayerOne Cable & Wireless enters LayerOne LayerOne Best Corporate Turnaround
LayerOne
Open-source Go (game) engine
The trunk is essentially the same as in AlphaGo Zero, but with global pooling layers added to allow the network to be conditioned on global context such
KataGo
larger layers of CNNs. In 2010, backpropagation training through max-pooling was accelerated by GPUs and shown to perform better than other pooling variants
History of artificial neural networks
History_of_artificial_neural_networks
Computational model used in machine learning
layers. Each layer performs a transformation on its inputs. Signals travel from the first layer (the input layer) to the last layer (the output layer)
Neural network (machine learning)
Neural_network_(machine_learning)
Type of convolutional neural network
contracting network by successive layers, where pooling operations are replaced by upsampling operators. Hence these layers increase the resolution of the
U-Net
Rectangular pool in Washington, D.C.
40-foot-deep (12-meter) layer of soft, marshy river clay and some dredged-up material atop bedrock to support a new pool. The pool's water supply system was
Lincoln Memorial Reflecting Pool
Lincoln_Memorial_Reflecting_Pool
(Closed) March 11, 2013 Lakeview Restaurant Toronto, Ontario, Canada 204 12 Layers of Flavor Tortugas' Lie Nags Head, North Carolina March 18, 2013 The Ace
List of Diners, Drive-Ins and Dives episodes
List_of_Diners,_Drive-Ins_and_Dives_episodes
Amendment to the Montreal Protocol on Substances that Deplete the Ozone Layer, adopted at Kigali on October 15, 2016, by the Twenty-Eighth Meeting of
List of acts of the 117th United States Congress
List_of_acts_of_the_117th_United_States_Congress
continued cooking and touching the ingredients despite bleeding through several layers of gloves. The judges considered this unsanitary, so they did not taste
List of Chopped episodes (seasons 1–20)
List_of_Chopped_episodes_(seasons_1–20)
Global climate phenomenon
freshwater fluxes and thus induce sea surface temperature, salinity, and mixed layer depth (MLD) anomalies. Pacific Meridional Mode (PMM) is a climate mode in
El_Niño–Southern_Oscillation
Net transport of surface water perpendicular to wind direction
surface layer. Splitting the planetary boundary layer into the surface layer and the Ekman layer generally yields more accurate results. The Ekman layer, with
Ekman_transport
Swimming pool cleaning device
lower layers of the water, forcing it up. The rotational force created by the pool's return jets is the most important part of cleaning the pool water
Pool_skimmer
Computer network protocol
proposed, for example, the Diameter protocol and Reliable Server Pooling (RSerPool). TCP has provided the primary means to transfer data reliably across
Stream Control Transmission Protocol
Stream_Control_Transmission_Protocol
United States historic place
features a pool of water over an artesian well that remains liquid year-round. A thick layer of fine sand sits on the bottom of the pool, which traps
Maka_Yusota
2024 film by Bryce McGuire
screenplay, in which he expanded the plot to add a layer of drama that would drive the story and an emotional layer to the terror that occurs to the characters
Night_Swim
controller services were usually restricted to various forms of modem pooling. With the development of LANs and PCs, client/server became the dominant
Office_controller
Type of cyber-attack
application layer requests, but reads responses very slowly, keeping connections open longer hoping to exhaust the server's connection pool. The slow read
Denial-of-service_attack
Neural network architecture
Max pooling appears in a 1982 publication on the neocognitron and was in the 1989 publication in LeNet-5. In 1990, Yamaguchi et al. used max pooling in
Time_delay_neural_network
"Painprovider" Cosmic Ballroom 2000s Metal Feb 3, 2011 No No "Rational Animal/Layered Line" Kiev 2000s Alternative Feb 3, 2011 No No "Refraction" Ricky Graham
List of Rock Band Network songs
List_of_Rock_Band_Network_songs
environmentally friendly when he reads about the destruction of the ozone layer in the local paper. Jo is fed up with Sandy's burger empire and quits her
List of A Country Practice episodes
List_of_A_Country_Practice_episodes
Computer science term
operating system. The distributed memory pool can then be utilized as a high-speed cache, a messaging layer, or a large, shared memory resource for a
Memory_virtualization
Part of the pelagic zone
exported out of the surface mixed layer and into the mesopelagic zone. One pathway for carbon export from the euphotic layer is through sinking of particles
Mesopelagic_zone
Rock-cut pools in Jerusalem
and down the slopes of Mount Zion to the west of the pool; the pool was filled with silt layers (up to 4m in some places) until it was covered completely
Pool_of_Siloam
Typically wooden shaft for playing cue sports
specialty cues tailored to specific shots. Pool break cues have tips made from very hard leather (sometimes layered) or phenolic resin to ensure that the full
Cue_stick
has broken up with her boyfriend Tad, but he is still living in her thick layer of hair and won't leave. Marco steps inside and tries to casually tell Tad
List of Star vs. the Forces of Evil episodes
List_of_Star_vs._the_Forces_of_Evil_episodes
Top covering of a building
is often walled, and drainage holes must be provided to stop water from pooling and seeping through the porous roofing material. While flat roofs are more
Roof
Technique in neural networks for learning joint representations of text and images
There is an average pooling of stride 2 at the start of each downsampling convolutional layer (they called it rect-2 blur pooling according to the terminology
Contrastive Language–Image Pre-training
Contrastive_Language–Image_Pre-training
Device used to keep someone above water
than water because they are composed mainly of air, surrounded by a thin layer of synthetic material. Float-assisted swimming can be more difficult than
Pool_float
valleys, copper valleys and drip edge, a three-dimensional mesh that allows a layer of air beneath the shingles, and the shingles themselves - #1, vertical-grained
List of This Old House episodes (seasons 11–20)
List_of_This_Old_House_episodes_(seasons_11–20)
2025 British science fiction television miniseries
reversal of The Shape of Water, whilst giving praise to Redgrave's multi-layered performance. Gizmodo writer James Whitbrook criticised what he felt was
The War Between the Land and the Sea
The_War_Between_the_Land_and_the_Sea
Waterfall in Dunkeld, Scotland
left Ossian's Hall of Mirrors and the Hermitage Bridge The plunge pool and its layer of post-falls foam Waterfalls of Scotland "The Hermitage" – National
Black_Linn_Falls
Uppermost layer of a sea water column that is exposed to sunlight
(or euphotic zone, epipelagic zone, or sunlight zone) is the uppermost layer of a body of water that receives sunlight, allowing phytoplankton to perform
Photic_zone
Floating pool initiative in New York City
layered filtration system. Over 250,000 gallons of the river water surrounding the pool will become safe, clean, filtered water used to fill the pool
Plus_Pool
Protein found in humans
barrier is composed of two placenta specific cell layers: cytotrophoblast and syncytiotrophoblast layer. Cytotrophoblasts are continually dividing, non-differentiated
Syncytin-1
System of surface and deep currents in the Atlantic Ocean
tropical zone. The warm saline water forms the upper layer of the ocean ('thermocline'), but when this layer cools down, the density of the salty water increases
Atlantic meridional overturning circulation
Atlantic_meridional_overturning_circulation
Partitioning a digital image into segments
traditional stack of convolutional and max pooling layers to increase the receptive field as it goes through the layers. It is used to capture the context in
Image_segmentation
Hardened, weight-bearing structure of a horse's limbs
recent evidence that a depression takes place in this phase, with blood pooling ('diastolic phase') mainly into the wall corium. When unloaded, the hoof
Horse_hoof
Ecological region at the lowest level of a body of water
attached to the bottom. The benthic boundary layer, which includes the bottom layer of water and the uppermost layer of sediment directly influenced by the
Benthic_zone
Glamorgan, and for extending the said canal to a place called the Lower Layer, below the said town. Leominster Canal Act 1796 36 Geo. 3. c. 70 26 April
List of acts of the Parliament of Great Britain from 1796
List_of_acts_of_the_Parliament_of_Great_Britain_from_1796
shivering, he is always wrapped in a big scarf. Despite wearing several layers of thick, warm clothes, he still cannot get over his permanent flu, making
List_of_The_Smurfs_characters
Painting by Bartolomé Esteban Murillo
encircles her foot, which is concealed for the sake of decorum beneath the pooling layers of white fabric. The Immaculate Conception of Los Venerables stands
The Immaculate Conception of Los Venerables
The_Immaculate_Conception_of_Los_Venerables
Country in South Asia
sheared horizontally. Its lower crust and mantle slid under, but the upper layer piled up in sheets (or nappes) ahead of the subduction zone. This created
India
Television series
new lease of life. Rodney was born without back feet and with only a thin layer of skin around the stumps he is at constant risk of infection. Foster mum
The Supervet: Noel Fitzpatrick
The_Supervet:_Noel_Fitzpatrick
2025 Indian film by Raj Kumar Gupta
Firstpost appreciated the film’s political undertones, noting, "Raid 2 is more layered than its predecessor and maintains tension throughout." NDTV gave it 2
Raid_2_(film)
Layered sedimentary structure
Greek στρῶμα (strôma), GEN στρώματος (strṓmatos) 'layer, stratum' and λίθος (líthos) 'rock') are layered sedimentary formations (microbialite) that are created
Stromatolite
Video compression format
object layers: the video object layer that provides full MPEG-4 functionality, and a reduced functionality video object layer, the video object layer with
MPEG-4_Part_2
Expulsion of blazing liquid due to water boiling underneath
(or boil-over) is an extremely hazardous phenomenon in which a layer of water under a pool fire (e.g., an open-top tank fire) starts boiling, which results
Boilover
Study of mental functions and behaviors
scales (e.g., independence, tolerance). The International Personality Item Pool, which is in the public domain, has become a source of scales that can be
Psychology
Rock structure in Virginia, United States
raised the layers of limestone closer to the surface. Later, during the Eocene epoch, at thin seam of mafic magma intruded between layers of the Conococheague
Natural_Chimneys
Software infrastructure system
to pool like systems together. All physical data-center resources reside on a single administrative platform for both hardware and software layers. Consolidation
Hyper-converged infrastructure
Hyper-converged_infrastructure
2026 armed conflict in West Asia
with forces from the 91st Division with the goal to establish a "security layer" for the Israeli residents of northern settlements against Hezbollah, expecting
2026_Iran_war
Lake in Golan Heights
its walls. This geological formation was created by the slow cooling of layers of lava flows over a long period. When the lava solidified and cooled, it
Hexagon_Pool
Season of television series
notes on a harp, and orchestral strings, piano chords, and cymbals are layered in before the return of ululating vocals. This reaches a high pitch before
The_White_Lotus_season_2
Annual tennis tournament held in Paris
changed to hard courts. Clay is the slowest tennis court surface, as the fine layer of red clay dust on the topmost reduces the ball speed and causes it to
French_Open
Species of fungus
the bioavailability of some minerals. Fungal mycelium exhibits calcium pooling which changes soil pH and availability of phosphorus for surrounding flora
Clathrus_archeri
Atmospheric phenomenon
Valley fog is a special case of radiation fog that forms in valleys. Pooling of cold air into valleys means fog can form more quickly and last longer
Fog
Double-walled sac containing the heart and roots of the great vessels
It has two layers, an outer layer made of strong inelastic connective tissue (fibrous pericardium), and an double -layered inner layer made of serous
Pericardium
American cable network
Delilah, Amelia, and the newly introduced character, Tristan, revealing layers of corporate and personal intrigue involving Proto-X and the shadowy organization
Adult_Swim
2001 novel by Yann Martel
Max and the Cats depicting time spent in a lifeboat. He acquires layer after layer of diverse spirituality and brilliantly synthesizes it into a personal
Life_of_Pi
POOLING LAYER
POOLING LAYER
Surname or Lastname
English
English : from a medieval personal name, originally an Old English patronymic from the personal names Cūl(a) or Cēola. The former may be from a Germanic root kūl ‘swollen’; the latter is a short form of various compound names with the first element cēol ‘ship’.English : habitational name from a place in Kent named Cooling, from the Old English tribal name Cūlingas ‘people of Cūl(a)’.
Surname or Lastname
English
English : variant of Joslin.English : nickname from Middle English gosling ‘young goose’ (from Old English gÅs + the Germanic suffix -ling, partly in imitation of Old Norse gæslingr from gás).German : from a short form of a Germanic personal name formed with god, got ‘god’ or gÅd ‘good’.
Female
Russian
(Полина) Short form of Russian Apollinariya, POLINA means "of Apollo."
Surname or Lastname
English
English : patronymic from Good.
Surname or Lastname
English (Lancashire)
English (Lancashire) : topographic name from Old English pīling ‘dweller by the stake’ or pylling ‘dweller by the stream’.German : habitational name from a place so named near Straubing, Bavaria. Compare Billing.German : patronymic derivative of Pille 1.
Surname or Lastname
English
English : from the Old Norse personal name Kollungr, a derivative of Koli, or from an Old English cognate, Colling, a derivative of Cola (see Cole 2).English : from a pet form of Coll 1.Altered spelling of German Kölling (see Kolling).
Surname or Lastname
English (chiefly Yorkshire)
English (chiefly Yorkshire) : topographic name for someone who lived by a holly tree, variant of Hollen.German : habitational name from any of several places so named.
Surname or Lastname
English
English : patronymic from the medieval personal name Pollin, variant of Paulin.
Surname or Lastname
English
English : nickname for a stupid person, Middle English dolling, a derivative of Old English dol ‘dull’, ‘stupid’ (see Doll).Irish : variant of Dolan 1.
Surname or Lastname
English
English : variant of Bolling.Partly Americanized form of German Bolling or Bohling.
Male
Italian
Italian form of Roman Latin Paulinus, PAOLINO means "small."
Female
Italian
Feminine form of Italian Paolino, PAOLINA means "small."
Surname or Lastname
Irish
Irish : variant of Dolan 1.English : variant of Dowling.
Surname or Lastname
English
English : variant of Joplin.
Surname or Lastname
English
English : variant of Colling.
Surname or Lastname
English
English : nickname for someone with close-cropped hair or a large head, Middle English bolling ‘pollard’, or for a heavy drinker, from Middle English bolling ‘excessive drinking’.German (Bölling) : from a pet form of a personal name formed with Germanic bald ‘bold’, ‘brave’ (see Baldwin).Swedish : either an ornamental name composed of Boll + the suffix -ing ‘belonging to’, or possibly a habitational name from a place named Bolling(e).
Surname or Lastname
English (Hampshire)
English (Hampshire) : probably an affectionate nickname for someone who lived in the woods.
Surname or Lastname
English
English : from a pet form of Paul.Altered form, in the New Netherland Dutch community, of Paling. Compare Paulding.
Surname or Lastname
English
English : topographic name for someone who lived at a place where wood was cut, Middle English wo(o)ding.
Surname or Lastname
English
English : from a pet form of the personal name Rollo or Rolf.German : patronymic from the personal name Role, a reduced form of Rudolf.German : habitational name from any of several places called Rolling in Silesia.(Rölling) : variant of 2 and 3, or a nickname for a lecher, from Rölling ‘tom cat’.
POOLING LAYER
POOLING LAYER
Boy/Male
Bengali, Gujarati, Hindu, Indian, Kannada, Marathi, Oriya, Parsi, Telugu
The Cosmic Serpent Shesh
Male
Egyptian
, Good Heart.
Girl/Female
Spanish
Pure.
Boy/Male
Hindu, Indian
Delicate; Tender
Boy/Male
Hindu, Indian
Loveable
Surname or Lastname
English
English : variant of Harms.German : variant of Armes 2.
Girl/Female
African, Arabic, French, Romanian, Russian
Goodness; Nice
Boy/Male
English
Lives on the brook island.
Female
English
Variant spelling of Greek Phyllida, PHILLIDA means "foliage." In use by the English.
Boy/Male
Tamil
Auspicious mahurat, Moment especially for  performing rituals
POOLING LAYER
POOLING LAYER
POOLING LAYER
POOLING LAYER
POOLING LAYER
n.
The act of uniting, or an agreement to unite, an aggregation of properties belonging to different persons, with a view to common liabilities or profits.
n.
The arrangement of the leaves within the leaf bud, as regards their folding, coiling, rolling, etc.; prefoliation.
a.
Looking on or forward.
a.
Advancing or increasing amid noisy excitement; as, booming prices; booming popularity.
n.
Cooling refreshment; refrigeration.
a.
Having a certain look or appearance; -- often compounded with adjectives; as, good-looking, grand-looking, etc.
n.
Thick sirup made by boiling down the sap of the sugar maple, and then cooling.
v.
To be in boiling water, as in cooking; as, the potatoes are boiling.
p. pr. & vb. n.
of Pool
n.
The process of becoming solid by cooling; a cooling and solidifying.
a.
Cooling.
n.
The act of playing at or rolling bowls, or of rolling the ball at cricket; the game of bowls or of tenpins.
n.
The act of producing a hollow or roaring sound; a violent rushing with heavy roar; as, the booming of the sea; a deep, hollow sound; as, the booming of bitterns.
a.
Heated to the point of bubbling; heaving with bubbles; in tumultuous agitation, as boiling liquid; surging; seething; swelling with heat, ardor, or passion.
a.
Cooling; allaying heat.
n.
The act of putting a foot to anything; also, that which is added as a foot; as, the footing of a stocking.
n.
The act of supporting or of propelling by means of a pole or poles; as, the poling of beans; the poling of a boat.
a.
Mitigating heat; cooling.