kimin lee, honglak lee, kibok lee, and jinwoo shin. training confidence-calibrated classifiers for detecting out-of-distribution samples. international conference on learning representations, 2018.

Answers

Answer 1

Kimin Lee, Honglak Lee, Kibok Lee, and Jinwoo Shin presented a paper titled "Training Confidence-Calibrated Classifiers for Detecting Out-of-Distribution Samples" at the International Conference on Learning Representations in 2018.

The paper authored by Kimin Lee, Honglak Lee, Kibok Lee, and Jinwoo Shin focuses on the training of confidence-calibrated classifiers for the purpose of detecting out-of-distribution samples. Out-of-distribution samples refer to data points or instances that differ significantly from the training data distribution, making them challenging to classify accurately.

The authors propose a method to train classifiers that not only provide accurate predictions but also assign appropriate confidence levels to their predictions. This is important because confident predictions on out-of-distribution samples can lead to incorrect decisions or false interpretations.

By calibrating the confidence levels of the classifiers, the researchers aim to improve the robustness and reliability of the models in handling out-of-distribution samples. The paper likely discusses the methodology, experimental results, and potential applications of confidence-calibrated classifiers in various domains, such as computer vision, natural language processing, or other areas of machine learning.

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Related Questions

5
6
The Articles of Confederation were written by
А. the legislature
B Thomas Jefferson
C George Washington
D the Second Continental Congress
Please select the best answer from the choices provided

Answers

Answer:

D: the second continental congress

Explanation:

He wrote The Articles of Confederation

Answer:D:the second continental Congress

Explanation:

3 Which selection from the article highlights a substance that has reached a boiling point?
(A) This happens when a substance is cooled or heated to a particular point.
(B) For example, heat causes liquid water to evaporate, or turn into water vapor — a gas.
(C) That same temperature can be considered the melting point if the temperature is increasing and causes a solid to become a liquid.
(D) For example, certain metals turn to rust if they sit out in the rain, and paper and wood burn to ashes if they touch a flame.

Answers

The answer is A because a boiling point is when vapor pressure equals external pressure so ig could also be B choose wisely

What things come under freedom of expression​

Answers

Article 10 of the Human Rights Act: Freedom of expression

Everyone has the right to freedom of expression. This right shall include freedom to hold opinions and to receive and impart information and ideas without interference by public authority and regardless of frontiers.

define the word History

Answers

Answer:

History is the study of the things that happened in the past like for instance you study about Woodrow Wilson or the Mayflower Compact those things happened along time ago so it is history.

Explanation:

The Andes is a mountain range in South America that has fertile soils which support a variety of plants and animals. Which two spheres of the environment is this describing> Lithosphere and Hydrosphere Atmosphere and Biosphere Biosphere and Lithosphere Atmosphere and Lithosphere

Answers

Answer:

Biosphere and Lithosphere.

Explanation:

The sentence describes the biosphere when it says that the Andes has fertile soils that support plants and animals. By definition, the biosphere is the part of the Earth where there is life and the necessary elements for this.

The fragment of the sentence that describes the lithosphere is the first part where it says that the Andes is a mountain range. By definition, the lithosphere is the outer Earth's mantle. It consists of the crust (continental and oceanic crust) and the solid superficial mantle.

The six basic principles of the US Constitution include: Popular Sovereignty, Limited Government, Separation of Powers, Checks and Balances, Judicial Review and Federalism. Identify and explain one basic principle of the United States Constitution. Describe one specific example in United States history when this principle met the needs of American society. Essay Length: 2 pages

Sources: 2 websites and your course textbook required

You must list your course textbook on the reference page as follows:

Excel High School. -2022. United States Government. Include current web address for course here

Answers

The basic principle of Popular Sovereignty in the US Constitution means that the power of the government comes from the people. This means that the people have the ultimate authority to make decisions and elect representatives to govern on their behalf.

An example of this principle meeting the needs of American society is the ratification of the 19th Amendment in 1920, which granted women the right to vote. This was a result of the suffrage movement led by women who demanded equal political rights. The principle of Popular Sovereignty allowed the voices of women to be heard, and through democratic processes, they were able to secure the right to vote.

The ratification of the 19th Amendment not only expanded democratic participation, but it also highlighted the importance of equal representation and inclusion in American society. Women's suffrage marked a significant step towards a more inclusive democracy, where all citizens have the right to participate and shape the government. This example demonstrates how the principle of Popular Sovereignty allows for the evolution of the Constitution to meet the changing needs and values of American society.

In conclusion, Popular Sovereignty empowers the people to shape their government, and the ratification of the 19th Amendment exemplifies how this principle has met the needs of American society by ensuring equal political rights for women.

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List three items from " common sense" is that Thomas pain identified it as not making good sense.

List three grievance the founding fathers listed in the Declaration of Independence.

Answers

Monarchy: Paine criticized the idea of monarchy and argued that it was not a rational form of government. He believed that a government should be based on the consent of the governed rather than the whims of a single individual.

Aristocracy: Paine also rejected the idea of an aristocracy, or a class of people who held power and influence based on their wealth or social status. He believed that such a system was unfair and unjust, and that all people should have equal rights and opportunities.

Colonialism: Paine was also critical of the British colonial system, which he saw as a form of oppression and exploitation. He argued that the colonies should be free to govern themselves and make their own decisions, rather than being subject to the whims of a distant monarch and parliament.

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Which of the following are members of the election board are selected by?

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Members of the election board are selected by state and local officials.

The election board, also known as the board of elections, is responsible for overseeing the administration of elections in a given jurisdiction. This includes tasks such as voter registration, polling place management, and vote counting. Members of the election board are typically appointed or selected by state and local officials, with the specific process varying depending on the jurisdiction. In some cases, board members may be elected by the public. The goal of having an election board is to ensure fair and transparent elections that accurately reflect the will of the voters.

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Why do you think lincoln passed the emancipation proclamation?

Answers

Answer:

Multiple Reasons

Explanation:

Lincoln passed the emancipation proclamation for several reasons:

1. Encourage Blacks to aid the Union in the war.

- By freeing the slaves, Lincoln allowed them the opportunity to join and support the war cause. Many Blacks accepted the offer because they believed it would help their status as now citizens (unfortunately this wasn't true as we see later on in history). This also gave slaves a reason to fight in the war.

2. Discourage Other Nations From Joining in the war.

- Britain and France wanted to support the confederacy but the emancipation proclamation prevented them from doing so because they realized their help would be effortless. The confederacy was already doomed to lose.

3. Dismantle the Confederacy's Power

- The emancipation proclamation only applied to the Southern states part of the confederacy. It was done to hurt them and take away more of their power.

Overall, it seems that President Lincoln's main reason for passing the emancipation proclamation was done to support the union and end the civil war.

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PLeaseee hellppp me i will give u moreeee pointsss

Answers

During the Crusades, the Roman Catholic Church saw an increase in money and the Pope's authority rose. The Crusades led to an improvement in trade and travel throughout Europe.

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16. Of the victims of human trafficking, what percentage is under the age of 18?
50
10
79
26

Answers

Answer:

What is the example

Explanation:

Of the victims of human trafficking, what percentage is under the age of 18 is 26. Thus, option (d) is correct.

Children make up half of the victims of human trafficking, and 25% of young people who become involved in sex trafficking do so when they are 12 years old or younger.

Human trafficking and labour trafficking are two typical types of human trafficking. The most common type of human trafficking in the United States is sex trafficking, which is a low-risk, high-reward activity in which the commodity—a human being's body—can be frequently sold.

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Mention any three merits of federalism.

Answers

Promotes political participation, Provides multiple levels of government, and it gaurantees rights of people

List the three geographic factors that influenced the location of Ancient Rome.

Answers

The three geographic factors that influenced the location of ancient rome were in the following:

Tiber River One of the biggest factors leading to Rome’s development is the shape of the Tiber River, which flows through the center of the city. Seven Hills The ancient city was made of seven hills on which various local tribes settled during the reign of the Etruscans prior to 700 B.C. The hills provided steady ground for residence as well as a certain degree of protection from invasion from below. Palatine Hill, surrounded by the other six hills, is located just to the east of the island at the river ford, and traditionally is said to be home to the first Romans. Agriculture and Empire Despite its practicality as a meeting place and point of transit, early Rome also needed local agriculture to sustain its growing population. Agricultural techniques such as irrigation and the draining of swampland made much of the land around Rome suitable for farming.

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Why didn't conservatives want Roosevelt to become president?

Why didn't conservatives want Roosevelt to become president?

Answers

Answer:

He promised recovery with a "New Deal" for the American people. Roosevelt won by a landslide in both the electoral and popular vote, carrying every state outside of the Northeast and receiving the highest percentage of the popular vote of any Democratic nominee up to that time.

Hope this helps, have a wonderful day/night, stay safe, happy holidays, and merry christmas!

Item 4 How did the entry of the United States affect â World War I â ? It led to more than a million United States troops aiding the Allied cause by 1918. It led to an immediate proposal of talks negotiating an armistice and formal end to the war by Germany. It allowed United States supplies to be received by the Allies for the first time. It canceled loans Germany had acquired from the United States to finance their war effort

Answers

The American entry into World War I affected it because It led to more than a million United States troops aiding the Allied cause by 1918.

What was the effect of the Americans joining WWI?

When the United States finally joined the war in 1917, thousands of soldiers were sent to Europe.

This number gradually increased until more than a million American soldiers were fighting in Europe in 1918 which led to the Central Powers collapsing.

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Explain how you think the creation of two calendars has spurred development and a better functioning of the mayan civilization.​

Answers

Answer:

The Maya strongly believed in the influence of the cosmos on daily life. Consequently, Mayan knowledge and understanding of celestial bodies were advanced for their time: For example, they knew how to predict solar eclipses.

hope this helps!!:)

Explanation:

it has been found that black people are almost fifty percent more likely than whites to live in census blocks with land cover conditions that are related to heat, such as impervious surfaces and lack of green space, thus making them more likely to suffer heat-related illnesses and mortality

Answers

Black people are nearly fifty percent more likely than whites to reside in census blocks with heat-related land cover conditions, like impervious surfaces and limited green space, resulting in heightened susceptibility to heat-related illnesses and mortality.

The concentration of black people in census blocks with heat-related land cover conditions increases their vulnerability to heat-related illnesses and mortality.

Research has revealed a significant disparity in residential locations based on race, with a disproportionate number of black individuals living in areas characterized by high levels of impervious surfaces (such as concrete and asphalt) and limited green spaces. These conditions exacerbate the urban heat island effect, leading to increased temperatures in these areas, which, in turn, contribute to a higher risk of heat-related health issues among the residents.

The unequal distribution of heat-related land cover conditions implies a critical environmental justice concern. Addressing this disparity and implementing equitable urban planning strategies is vital to reduce the health risks faced by black communities and create more resilient and sustainable urban environments for all.

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The complete question is:

What are the implications of black people being almost fifty percent more likely than whites to live in census blocks with land cover conditions related to heat, such as impervious surfaces and lack of green space, and how does it contribute to their increased vulnerability to heat-related illnesses and mortality?Answer:

formulation of well and effective development proposal is half completion of the project? explain ​

Answers

Development is always planned. It is the first condition for the effective planning and development.Formulating a plan for the appropriate use of available resources and means to fulfill certain objectives in the specified period is called Development Proposal Formulation.

In the United States, which of the following types of elections typically receives the lowest turnout?
A.
primary elections
B.
presidential elections
C.
midterm elections
D.
general elections

Answers

Answer: primary election

Explanation:

In the United States, the elections that receives the lowest turnout is the primary election. The election with the highest voter turnout is the presidential election.

The primary elections, is usually called the primaries, and it's when voters can choose their party's candidate for an upcoming election.

Answer:

A: Primary Elections :)

Intellectual contribution of Asia.

100 Points!!!!!!!!!!!

Answers

Some of the intellectual contributions of Asia are:

TechnologyAutomobilesMapmaking, etc

What is an Intellectual Contribution?

This refers to the inventions that were made by a person or group of people that helped to solve a problem in society.

Hence, Asia as a continent has had some intellectual contributions such as the invention of mapmaking by ancient China, the automobile industry of Japan, etc.

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Why did the Anglo-Americans support the Mexican Constitution of 1824 in their quest for Texas Statehood?
A. It gave unlimited authority to the central government
B. It supported the principal of federalism
C. It reduced their debt in the U.S
D. It promoted the institution of slavery in Mexico

Answers

Answer:

B.  It supported the principal of federalism

Explanation:

During that time, Texas was still under the strong influence of Mexican government.   The Mexican Constitution of 1824  introduced the concept of Federalism into Mexican government.  It allowed several territories of Mexico to choose their own representatives that can took part in the legislation process. This means that it will give more power to the people who live in Mexican territories, including the Anglo-Americans.

Without the Mexican Constitution of 1824, the settlers have to face a potential threat that the government might turn into a dictatorship. This will made them lost the right to the all resources that they have collected.

Which of the following groups is most likely to be classified as a counterculture? a. members of Congress b. students belonging to the Middle Eastern Studies Club c. members of the American Bar Association d. members of a nudist colony in Montana e. New York taxi drivers

Answers

Members of a nudist colony in Montana. the required answer for the given question is option (d).

What is Counterculture?

A counterculture is a subculture that has ideals and behavioural standards that are significantly at odds with those of mainstream society, at times to the point of being diametrically opposed. In a clearly defined historical period, a countercultural movement embodies the ideas and objectives of a certain group of individuals.

A collection of people who have common identities and are in direct opposition to mainstream culture are said to be in a counterculture. Therefore, countercultures are virtually always linked to some kind of political or cultural movement that aims to bring about significant and pervasive change. Basically, the goal of countercultures is to alter mainstream culture.

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What is the ultimate energy that you could try to maximize in the energy transfer

Answers

Answer:

The only energy form that you could "maximize" in a form of energy transfer would be NUCLEAR ENERGY

Explanation:

This is because Nuclear energy is convected by the sun and electromagnetic waves , an infinite form of energy that grows constantly.

Another POSSIBLE !! answer could be Convection Energy because in this form of energy there is no limit to heat regulation because no matter the amount of heat absorbed it still wouldnt be as fast as the speed of light ( in terms of bouncing molecules in heat)

It can't be Conduction energy because insulation can limit the force of energy in a conduction transfer.

on the fence which colusion is best supported

Answers

Answer:

You need to provide more information for people to be able to answer your question.

Explanation:

Which is NOT a cause of the Great Depression?

A. Overproduction of goods and crops (making more than people want to buy)

B. Too many people bought things on credit

C. World War 1

D. Stock Market Crash of 1929

Answers

Answer:

I think its B :)

Explanation:

Answer:

B i believe

Explanation:

PROOF BEYOND A REASONABLE DOUBT: WHAT DOES THAT MEAN? Summarize the article in 5-10 sentences.

Answers

Answer:

Burden of proof is a legal duty that encompasses two connected but separate ideas that apply for establishing the truth of facts in a trial before tribunals in the United States: the "burden of production" and the "burden of persuasion."

Explanation:

what are the dimensions of self-reliance

Answers

Answer:

The index component of the tool comprises 12 domains of self-reliance, including housing, food, education, healthcare, health status, safety, employment, financial resources, assistance, debt, and savings, and social capital.

Answer:

Your answer is

The index component of the tool comprises 12 domains of self-reliance, including housing, food, education, healthcare, health status, safety, employment, financial resources, assistance, debt, and savings, and social capital.

Hope it’s helps you Buddy

Explanation:

At the start of the 1700s, there were
about African American slaves in
the 13 Colonies.
A. 280
B. 28,000
C. 280,000

Answers

The answer is B. 28,000

How does an ophthalmologist help the patients?​

Answers

Answer:

An ophthalmologist helps preserve and improve patients’ vision by examining the eyes to diagnose and treat problems. Some ophthalmologists specialize in eye surgery to correct and improve eye problems. You should see an ophthalmologist if you experience physical changes to your eyes, such as crossed eyes or eyes that turn inwards, outwards, upwards or downwards. Make an appointment with an ophthalmologist right away if you have eye pain, as this might be a symptom of a serious problem.


Check for Understanding
How did Lincoln and the Radical Republicans
disagree over Reconstruction?
List two ways that Lincoln's Ten Percent Plan and
Johnson's Reconstruction plan were alike.

Answers

Lincoln desired to peacefully recreate coexistence between the Union and the Confederate States, the Radical Republicans felt that the rise up states wished a sturdy hand of justice and the administration of harsh punishments for their actions.

Why did Radical Republicans oppose Lincolns strategy to Reconstruction?

The Radical Republicans had been outraged at Lincoln's Ten Percent Plan for its leniency and the president's seeming complacency. They had been angry that he had not insisted on more civil rights and protections for former slaves. Radicals in Congress handed their own design for reconstruction in the Wade-Davis Bill.

Lincoln's blueprint for Reconstruction covered the Ten-Percent Plan,which distinctive that a southern kingdom ought to be readmitted into the Union as soon as 10 percentage of its voters (from the voter rolls for the election of 1860) swore an oath of allegiance to the Union.

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During the first land run, all land grants were claimed within __________. The sound level produced by one singer is 76.7 dB. What would be the sound level produced by a chorus of 40 such singers (all singing at the same intensity at approximately the same distance as the original singer) a guideline that defines how the data in a database is processed is known as whata. Business rule b. Object c. Requirement d. Data dictionary Which of the following is a synonym for bias? (4 points)A. InformationB. PreferenceC. SuggestionD. Feature What is the conflict between environmentalists and some businesses? a. Neither group can find a compromise b. Neither group uses facts to support their view c. That stopping businesses that may impact the environment, like logging, will have a negative impact on the US economy d. That stopping environmentalists will have a negative impact on how people perceive global changes Let W1, , Wk be unbiased estimator of a parameter\thetawith and Cov(Wi, Wj) =\thetaif i\neq=j. (a) Show that, of all estimators of the form\operatorname{Var} W_{i}=\sigma_{t}^{2}VarWi=t2, where the ais are constant and\sum a_{i} W_{i}aiWi, the estimator has minimum variance. (b) Show that\mathrm{E}_{\theta}\left(\sum a_{i} W_{i}\right)=\thetaE(aiWi)=. W*=\sum \frac{w_{1} / \sigma_{i}^{2}}{\left(1 / \sigma_{i}^{2}\right)}(1/i2)w1/i2,\operatorname{Var} W^{*}=\frac{1}{\sum^{1}\left(1 / \sigma_{i}^{2}\right)}VarW=1(1/i2)1 Given the demand and cost function shown below, calculate the profit maximizing quantity Q(P)=960-15P C(Q)=8Q+2675 QUESTION 5 Given the demand and cost function shown below, calculate the profit maxim Which of the following claims involves positive analysis?A. Those with high incomes do not pay a fair share of their income in taxes.B. Firms should pay workers based on their productivity.C. Higher prices will cause the purchasing power of income to fall.D. Wages should be higher so that those who work have a living wage How many grams of acetic acid are present in 250.0 mL of vinegar, assuming the 5% v/v indicated on the label is accurate? Molly has 3 pounds of blueberries. She is freezing the berries into 1 half pound portions. How many smaller portions of blueberries will Molly make midpoint E(-7,8) and F(-9,3) What number is X in math? Is the given expression equal to 8(2.25-4.25b)?Select Yes or No for each expression.-34b+1834b-18-18b+18 The smallest cube has a length of 6 inches.What are the edge lengths of the other cubes if the ratios of similarity to the smallest cube are 1.25, 4/3, 1.5, 7/4 and 2 respectively whose touch is this? understanding the agency trade-off between user-driven touch vs. computer-driven touch Please answer right brineliest to wover right please help 20 POInts Has anyone seen my friend she is called Queen Kayla 123 pleaasse help:( In studying the behavior of five year olds in freeplay situations, a cognitive psychologist would be most interested in the childrens. Baking soda is sodium bicarbonate, NaHCO3, and vinegar is primarily acetic acid, HC2H3O2. When baking soda is added to vinegar, the resulting reaction produces a tremendous amount of gas. Complete this equation for the reaction of NaHCO3(s) with HC2H3O2(aq). Include phase symbols.