This Git repo contains simplified source code for creating and testing our combined graph neural network and recurrent neural network used for decoding the surface code.

Abstract: According to the results we obtained, we can state that although the Huffman method fully performs the lossless compression task, quality measurements decrease depending on the synthetic ...

We break down the Encoder architecture in Transformers, layer by layer! If you've ever wondered how models like BERT and GPT process text, this is your ultimate guide. We look at the entire design of ...

Abstract: The encoding and decoding rules of 64B/66B and inherent characteristic among 64B/66B codes are studied in this paper. A hardware implementation of 64B/66B encoder/decoder is introduced, ...

T5Gemma 2 follows the same adaptation idea introduced in T5Gemma, initialize an encoder-decoder model from a decoder-only checkpoint, then adapt with UL2. In the above figure the research team show ...