As AI systems grow increasingly multimodal, the role of visual perception models becomes more complex. Vision encoders are expected not only to recognize objects and scenes, but also to support tasks ...

For an LLM with billions of parameters ... you’ll want some engineering ingenuity (caching strategies, “predictive decoding”, etc.) to shave off more precious milliseconds.

The Transformer architecture encodes words and phrases in the encoder and decodes them with the decoder to be used by the LLM. (Image: Showmetech) The big difference between transformers and the ...

The BCH encoder/decoder provides error correction code (ECC) capabilities for applications such as data storage and transmission. BCH is optimal for applications ...

This base64 encoder/decoder is faster than the stdlib base64 package. Encoding is 70% faster on ARM64 (Mac book M2) and 36% on AMD64 (i5 11th Gen). Decoding MIME encoded base64, which is base64 with a ...

To overcome these challenges, we propose HiE-VL, the first LVLM for HMER containing: (1) a primitive-aware high-resolution visual encoder, (2) a hierarchical adapter, (3) a math-context enhanced large ...