EfficientFormer(from Snap Research) released with the paperEfficientFormer: Vision Transformers at MobileNetSpeedby Yanyu Li, Geng Yuan, Yang Wen, Ju Hu, Georgios Evangelidis, Sergey Tulyakov, Yanzhi Wang, Jian Ren. EfficientNet(from Google Brain) released with the paperEfficientNet: Rethinking Model...
"Efficient Transformers: A Survey", arXiv, 2022 (Google). [Paper] "Are we ready for a new paradigm shift? A Survey on Visual Deep MLP", arXiv, 2022 (Tsinghua). [Paper] "Vision Transformers in Medical Computer Vision - A Contemplative Retrospection", arXiv, 2022 (National University of...
one innovation stands out for its profound impact on how we process, understand, and generate data:Transformers. Transformers have revolutionized the field of natural language processing (NLP) and beyond, powering some of today’s most advanced AI applications. But what exactly are Transformers, and...
FNet replaces the attention mechanism entirely with aFast Fourier Transform (FFT). This mathematical operation captures long-range interactions by analyzing frequency patterns instead of token-to-token interactions. And because FFTs haveO(nlogn)complexity, they’re mind-blowingly efficient compared...
Because all transformers produce some waste heat, none of them are perfectly efficient: less electrical energy is produced by the secondary coil than we feed into the primary, and the waste heat accounts for most of the difference. On a small home cellphone charger, the heat loss is fairly ...
This AI Paper Presents Find+Replace Transformers: A Family of Multi-Transformer Architectures that can Provably do Things no Single Transformer can and which Outperform GPT-4 on Several Tasks
That's why brushless motors are often more efficient, especially at low speeds. Getting rid of the brushes also saves having to replace them every so often when friction wears them down. Here are some photos of a typical brushless DC motor. First, look at the fully assembled motor shown ...
With over 700 applications across the Visma Group (and counting!), it’s safe to say that cybersecurity is a make-or-break element for us. But getting everyone’s buy-in is not an easy feat. Join Joakim and Diana as they break down the unique structure o
Once a basic algorithm has been developed and evaluated, the code will be ported or cross‑compiled to an appropriate format for the host CPU or a DSP card. "Writing highly efficient code can be cumbersome for both host- and DSP‑based systems,” says UA's David Berners. "Some DSP ...
One answer is that better theoretical understanding would help build even better AI or make it more efficient. At the moment, progress has been fast but unpredictable. Many things that OpenAI’s GPT-4 can do came as a surprise even to the people who made it. Researchers are still argu...