Sunday Morning Reading Thread ☕️

- Self-Supervised Learning: The Dark Matter of Intelligence 🧠
- SEER ⚙️
- Multimodal Neurons 👁️📚
- Do Transformer Modifications Transfer? ⚔️
- Ultra Data-Efficient GAN 🤯

Quote from each below: 👇
Self-Supervised Learning: The Dark Matter of Intelligence 🧠

"As babies, we learn how the world works largely by observation. We form generalized predictive models about objects in the world by learning concepts such as object permanence and gravity"

ai.facebook.com/blog/self-supe…
Self-Supervised Pretraining of Visual Features in the Wild ⚙️

"a RegNetY with 1.3B parameters trained on 1B random images with 512 GPUs achieves 84.2% top-1 accuracy, surpassing the best self-supervised pretrained model by 1%"

arxiv.org/abs/2103.01988
Multimodal Neurons 👁️📚

"We've discovered neurons in CLIP that respond to the same concept whether presented literally, symbolically, or conceptually."

openai.com/blog/multimoda…
Do Transformer modifications Transfer? ⚔️

"The main goal of this paper is to try to determine why most modifications proposed to the Transformer have not seen widespread adoption."

arxiv.org/pdf/2102.11972…
Ultra Data-Efficient GAN Training 🤯

"We decompose the data-hungry GAN training into two sequential sub-problems: (i) identifying the lottery ticket form the original GAN; then (ii) training the found sparse subnetwork with aggressive data and feature augmentations"

Paper below
Ultra Data-Efficient GAN Training 🤯

arxiv.org/pdf/2103.00397…

Thanks for reading!
#100DaysOfMLCode

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More from @CShorten30

5 Mar
Bringing back AI Weekly Update! 🎉
Here is a preview/curation for March 8th (#27):

- Multimodal Neurons
- SSL: The Dark Matter of Intelligence
- SEER (x2)
- Generative Adversarial Transformers
- Ultra Data-Efficient GAN Training



Links Below: 👇
Multimodal Neurons

openai.com/blog/multimoda…
Wikipedia Image-Text Dataset

arxiv.org/pdf/2103.01913…
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