BC ALL
Saved by @ankitsrihbti

I’m excited to share our new paper on HyperTransformers, a novel architecture for few-shot learning able to generate the weights of a CNN directly from a given support set. 🧵👇

📜: https://t.co/vcm67G6P6t with Andrey Zhmoginov and Mark Sandler.

 2) We train a transformer model to `convert` a few-shot task description into a small CNN network specialized in solving it on new images.
3) This effectively decouples a high-capacity transformer generator from a much smaller inference model. It is different from most of the existing methods, e.g. MAML where the generator and the executing model share the same architecture.
4) CNN weights are generated layer-by-layer from a combination of layer embedding (features from the last generated layer), and image w/ class embeddings (features directly from the data). The final weights are extracted from output of self-attention (similar to [CLS] tokens).
5) What is cool is that we can also add unlabeled samples from the support set into the mix, effectively allowing for semi-supervised few-shot learning!
6) HyperTransformers are comparable in performance to many competing methods on miniIImageNet and tieredImageNet datasets.
7) But our method especially shines for the case of small target CNN architectures, where the large capacity of the transformer model is the most useful and noticeable. For the 8-channels model we are seeing 5-10% improvement over MAML++!
8) As it turns out, for small target models, where every neuron matters, it is important to generate the whole network from a given support set. For larger target models even generating only the last logits layers appears to be sufficient.
9) We are really excited about the direction of using Transformers to guide the construction and performance of smaller specialized models e.g. in low-power settings. This has a lot of applications in the areas where high-performance compact personalized networks are being used.

More from All

Vibhu Vashisth
Vibhu Vashisth
@VIBHU_Tweet
LACHIT BORPHUKAN : AN UNSUNG WARRIOR OF THE AHOM KINGDOM & THE GREAT BATTLE OF SARAIGHAT

Originally named as Lachit Deca, Lachit Borphukan, the fierce and invincible Ahom Commander, was born during the early 17th century at Betioni in the Golaghat district of modern Assam.


His father, Momai Tamuli Borbarua was the ‘Governor’ of the kingdom and also ‘Commander-in-Chief’ of Ahom army under King Pratap Singha during his reign starting from 1603 to 1639. Lachit received military training from an early age and joined the Ahom King Jayadhvaj Singha...


...(1648-1663) as a scarf-bearer.  The post ‘scarf-bearer’ or ‘Soladhara Barua’ is considered as a part of the incumbent king’s personal staff. Owing to his military training Lechit was appointed "Ghora Barua", Supdt. of the Royal horses. When Chakradhwaj Singha became king..


..of Ahom dynasty in 1663,he appointed him Suptd. of The Royal Guards &finally he was appointed as Borphukan by the king.Then onwards,he was known as Lachit Borphukan.Borphukan used to be top councillor in Ahom Kingdom. This position was embedded with executive & judicial powers.


Assam was facing incessant Islamic invasion since Jan1662, when Mughal General Mir Jumla II attacked Ahom capital Gargaon. He never defeated Ahom king Jayadhwaja Singha as king retreated to hill &continued Guerrilla warfare.Prolonged fight &prospect of stalemate disturbed Jumla.
ALL
Vibhu Vashisth
Vibhu Vashisth
@VIBHU_Tweet
Did you know?

When Saudi Arabia's King visited India in 1955, PM Nehru ordered all the Hindu Temples and Idols of Hindu Deities that came in Saudi King's way to be covered up.
Our temples are the architectural marvels in their own league.


Each of our temples tells the story of our rich history and cultural heritage. Was Nehru that ashamed of his own nation's heritage that he had to cover them up or there was some other reason? The answer would be best known to him only.

PM Nehru invited the then Saudi King Saud bin Abdul Aziz to India who accepted the invitation and planned a 17 day long official visit to India in 1955. Saudi King had brought a large delegation with him and he had to visit various Indian cities like Mumbai, Hyderabad, Agra,


Aligarh, Shimla, Mysore and Varanasi. However, when Saudi King reached Varanasi, Nehru ordered to cover all the temples and Idols with curtains that came in the way of the Royal Convoy. During his stay in Varanasi, Govt buildings were painted with the words "Kalma Tayyiba".


'Kalma Tayyiba' means 'There is not God but only Allah and Mohammed is his messenger'. In addition to it, Pooja and Aartis were also stopped at temples. I can call it the appeasement politics of the highest order and Nehru was indeed the greatest appeaser of all times.
ALL
Advertisement
Anu Satheesh \U0001f1ee\U0001f1f3
Anu Satheesh 🇮🇳...
@AnuSatheesh5
Srikanteshwara Temple,
#Nanjangud  #Karnatakatemples 🚩

Srikanteshwara Temple or
Nanjundeshwara Temple is a famous Shiva Temple located in Karnataka at the bank of river  Kapila. Temple is also called Varanasi of South. Nanjunda means one who has consumed poison.


Story is  related to the Samudra Mathanam when Paramashiva had to consume halahala.

Parashurama worshipped Mahadeva here to relieve himself from the curse of Mathru Hatya. While clearing the place to do poojas Parashurama's  axe hit the Shivalingam and it began bleeding, that


mark is still visible even today. Thus
it is also believed that Parashurama did Shiva Prathishta here

Sthala Puranam says that, once there was a demon named Keshi who disturbed the people in the area, after  getting blessing from Brahma Deva  and Mahavishnu. Mahadeva appeared


here and killed demon Keshi and blessed this place as Papa Vinashini. Whoever praying to Srikanteshwara or Nanjundeshwara, after bathing in the  Kabini River will be relieved from all sins.

Nanjundeshwaraya Namah
🙏🕉🙏
ALL
Buzz Chronicles
Buzz Chronicles
@buzz_chronicles
@UnrollHelper Hello! Pleasure is mine. Original tweet by @AnJamison: "@bellingcat @buzz\_chronicles @buzz\\\_chronicles @buzz_chronicles save as categ...". Thanks! 👉

Ciao! You can find it here. Original tweet by @UnrollHelper: "@AnJamison @bellingcat @buzz @buzz_chronicles @pdfmakerapp @Readwiseio @threader...". Enjoy 👌
ALL
Ax
Ax
@AchuthArora
@Artofphysique_ @buzz_chronicles @rattibha @SaveToBookmarks save as Workouts
ALL

You May Also Like

Jaya_Upadhyaya
Jaya_Upadhyaya
@Jayalko1
SRISAILAM: KASHI OF THE SOUTH (AP)
#andhratemples

The divine abode of Mallikarjuna Swamy (Jyotirlinga) and Devi Brahmaramba (Shaktipeeth).

When Ganesha was married before Kartikeya, he left in anger to Kraunch mountain. Shiva and Parvati also followed him there.


Shiva assumed the form of Jyotirlinga and resided on the mountain by the name of Mallikarjuna. Mallika means Parvati while Arjuna is another name of Shiva
It is also said that once, a princess Chandravathi, saw a cow shedding milk on a rock resembling a shivlingam.
@DubeyYash1911


She started praying to the lingam daily and used to offer jasmine (mallika pushpam) daily. Pleased Shiva appeared before her and agreed to wear jasmine garland (mallika pushpmala) on his head permanently. Since then, Shiva became known as Mallikarjun Swamy.


At this place, Shakti took the form of Bhramaram (bee) to kill Arunasur and settled as Bhramaramba Devi. The place is a Shakti Peeth as the neck portion of Devi Sati fell here.

It is said that by merely seeing the hill, one is emancipated from all his sins and worries.
ALL
Mau Abata \U0001314a
Mau Abata 𓅊
@MauAbata
Read through a forum thread on Chastity Mansion to see who is talking about the Edge-o-Matic and figure out what more to address regarding frequent questions, as well as scout out user feedback. Here's some thoughts you can carry back to the forums!

My website doesn't have any product reviews, but people scatter them everywhere else in forums, tweets, xtube vids, etc.

If you ARE a previous customer, and you like the thing, can you drop a review on my site to help others?

The price is steep, but that's the amount of coins I calculated to make these. I have several spreadsheets calculating every expense involved with this project.

The current cost sustains production and development of new tech, and is helping create jobs. We are 2 people now!!

It IS 3D printed, because injection molding is orders of magnitude more expensive for the initial tooling, and I am still making small revisions to the enclosures.

Injection molded plastics are a six thousand dollar commitment for fifteen cent parts. Great for mass mfg.

Also, if you didn't know, 3D printing technology allows for some shapes which would be difficult, expensive, or impossible on injection molding or milled parts!!

Undercuts, which I use in this design, require special lifters to mold that cost a tremendous fortune.
FOR LATER READ
Advertisement
Anumah, Abdulraheem Okehi \U0001f468\u200d\U0001f52c\U0001f1f3\U0001f1ec \U0001f1eb\U0001f1f7 \U0001f1f5\U0001f1f9 \U0001f1ea\U0001f1f8
Anumah, Abdulraheem Ok...
@AnumahABD
Department List of UCAS-China PROFESSORs for ANSO, CSC and UCAS (fully or partial) Scholarship Acceptance
1) UCAS School of physical sciences Professor
https://t.co/9X8OheIvRw
2) UCAS School of mathematical sciences Professor

3) UCAS School of nuclear sciences and technology
https://t.co/nQH8JnewcJ
4) UCAS School of astronomy and space sciences
https://t.co/7Ikc6CuKHZ
5) UCAS School of engineering

6) Geotechnical Engineering Teaching and Research Office
https://t.co/jBCJW7UKlQ
7) Multi-scale Mechanics Teaching and Research Section
https://t.co/eqfQnX1LEQ
😎 Microgravity Science Teaching and Research

9) High temperature gas dynamics teaching and research section
https://t.co/tVIdKgTPl3
10) Department of Biomechanics and Medical Engineering
https://t.co/ubW4xhZY2R
11) Ocean Engineering Teaching and Research

12) Department of Dynamics and Advanced Manufacturing
https://t.co/42BKXEugGv
13) Refrigeration and Cryogenic Engineering Teaching and Research Office
https://t.co/pZdUXFTvw3
14) Power Machinery and Engineering Teaching and Research
EDUCATION
Elizabeth May
Elizabeth May
@_ElizabethMay
This is NONSENSE. The people who take photos with their books on instagram are known to be voracious readers who graciously take time to review books and recommend them to their followers. Part of their medium is to take elaborate, beautiful photos of books. Die mad, Guardian.


THEY DO READ THEM, YOU JUDGY, RACOON-PICKED TRASH BIN


If you come for Bookstagram, i will fight you.

In appreciation, here are some of my favourite bookstagrams of my books: (photos by lit_nerd37, mybookacademy, bookswrotemystory, and scorpio_books)
FUN
Loren Brichter
Loren Brichter
@lorenb
So it turns out that Google Chrome was making everything on my computer slow *even when it wasn’t running*, because it installs something called Keystone which is basically malware.

I made a website because this shouldn’t

Wired first reported on how bad Keystone was 11 years ago when they put it into Google Earth (they seem to put it in all their popular

The fact that Keystone hides itself in Activity Monitor is bizarre. (The only sign of it was excessive CPU usage of WindowServer which is a system process).

I don’t know if Google was doing something nefarious with Keystone, or a third party figured out how to (which Wired warned about). But either way, I’m not inclined to give Google-the-organization the benefit of the doubt (despite the many good people who work on Chrome)...

...since it's been a decade+ and this still hasn't been "fixed".

There is no reason for auto-update software to need to do what Chrome/Keystone was doing. It also has a long history of crashing Macs.
TECH