1answer.
Ask question
Login Signup
Ask question
All categories
  • English
  • Mathematics
  • Social Studies
  • Business
  • History
  • Health
  • Geography
  • Biology
  • Physics
  • Chemistry
  • Computers and Technology
  • Arts
  • World Languages
  • Spanish
  • French
  • German
  • Advanced Placement (AP)
  • SAT
  • Medicine
  • Law
  • Engineering
kow [346]
1 year ago
12

DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training

Social Studies
1 answer:
Andreas93 [3]1 year ago
4 0

Our decentralized sparse training technique, which requires that each local model in Dis-PFL only maintain a set number of active parameters during the whole local training and peer-to-peer communication process, substantially reduces communication and computation costs.

<u>What is DisPFL?</u>

  • It is suggested that personalized federated learning be used to address the issue of data heterogeneity among clients by developing unique, locally adapted models specifically for each user.
  • But because existing works are frequently constructed in a centralized manner, there is a great deal of communication pressure and vulnerability in the event that the central server is attacked or fails.
  • Using a decentralized (peer-to-peer) communication protocol called Dis-PFL, we offer a unique personalized federated learning framework in this study that uses personalized sparse masks to tailor sparse local models on the edge.
<h3><u>What is Communication?</u></h3>
  • Every communication has a sender, a message, and a recipient at a minimum. Although it might seem straightforward, communication is actually a very complicated topic.
  • There are a wide variety of factors that can influence how a message is transmitted from the sender to the recipient.
  • These include our feelings, the surrounding cultural context, the communication method, and even our geographic location.
  • Accurate, effective, and unambiguous communication is actually very difficult, which is why companies all over the world place such a high value on these abilities.

Detailed tests show that Dis-PFL dramatically reduces the communication bottleneck for the busiest node among all clients while also achieving improved model accuracy with lower computation costs and communication rounds.

Know more about communication with the help of the given link:

brainly.com/question/26152499

#SPJ4

<h3 />
You might be interested in
What are the pros and cons about the 11th amendment
kozerog [31]

Answer:

The pro of the 11th amendment are that states cannot be sued by a citizen who does not live in that state in federal court. The con is that states gain some immunity and you cannot petition them for lost property or funds.

Explanation:

The Pros of the 11th amendment:

The 11th Amendment to the US Constitution is a complicated but short amendment that has various implications. Basically it says that the federal courts of the United States cannot hear cases where a citizen who lives in another state or the citizen of another country is petitioning to sue that state. This gives individual states their sovereignty so they can act without bringing upon themselves a lawsuit. It is also good in terms of our state taxes and the costs to administrate the state. It seems that before the 11th Amendment of the US Constitution was ratified, most of the cases that were brought against a state in this way were suing the state for money they had failed to pay back or the return of property. This is the case with a British citizen named William Vassall who apparently sued the state of Massachusetts for the land they confiscated from him during the Revolutionary War. This would become an expensive process for each state if it were still possible.

The Cons of the 11th amendment:

The 11th Amendment has negative implications too in the sense that you can be wronged by a state and you will never be able to redress it by appealing to federal courts. It gives states a level of immunity if they are confiscating property from people who live out of state or who come from another country. It seems to put the rights of the state above the rights of a citizen or foreign citizen in this regard.    

7 0
3 years ago
Is the head of state but not the
n200080 [17]

Answer:All of the above

Explanation:

5 0
3 years ago
Read 2 more answers
How does the Capitol building in Washington D.C. demonstrate all of the influences from Greece, Rome, and the Renaissance
oksian1 [2.3K]

Answer:

Its architecture

Explanation:The architecture used there was inspired of Greek,Roman architecture and the renaissance

4 0
3 years ago
American Indians in the | CHOOSE | built longhouses.
Slav-nsk [51]

B its right trust me

8 0
3 years ago
Please help ASAP! ill mark brainliest if correct!
Alex_Xolod [135]

Answer:

It offered acres of free land to settlers who were willing to farm.

4 0
2 years ago
Other questions:
  • What is the global positioning system? describe how it might be used by a hiker lost in the woods?
    5·1 answer
  • According to “The Power of Self-Esteem,” what are the two key components of self?
    6·1 answer
  • A manager believes that he should not hire older workers because they can't learn new skills. This belief is an example of _____
    7·2 answers
  • What are the five basic elements in each state constitution?
    8·1 answer
  • What are civic actions that habitat for humanity has taken
    9·1 answer
  • Which of the following abolished slavery in the south
    6·2 answers
  • First animal pilgrams saw in america
    10·1 answer
  • It is the process of killing some but not all microorganisms?
    15·2 answers
  • How tall does the papyrus plant grow?
    15·1 answer
  • In choosing a career, your personal resources are defined as _____.
    15·1 answer
Add answer
Login
Not registered? Fast signup
Signup
Login Signup
Ask question!