XDA Developers on MSN

Ollama is the easiest way to start local LLMs, but these 6 alternatives are also worth trying

Beyond Ollama - these LLM tools are worth switching to, depending on what you actually need.
Microsoft

LLM can Read Spectrogram: Encoder-free Speech-Language Modeling

Recent speech-aware large language models (Speech-LLMs) rely on a pre-trained speech encoder to convert audio into semantic-rich representations consumable by LLM. In this work, instead, we explore: ...
GitHub

VapourSynth filter for exemplar-based video colorization using CMNET2.

Colorizes black-and-white clips by propagating color from reference frames using the CMNET2 deep learning model with a sliding permanent-memory window.
IEEE

Graph Neural Networks Powered by Encoder Embedding for Improved Node Learning

Abstract: Graph neural networks (GNNs) have emerged as a powerful framework for a wide range of node-level graph learning tasks. However, their performance typically depends on random or minimally ...
IEEE

Temporal Convolutional and Fusional Transformer Model With Bi-LSTM Encoder-Decoder for Multi-Time-Window Remaining Useful Life Prediction

Abstract: Health prediction is crucial for ensuring reliability, minimizing downtime, and optimizing maintenance in industrial systems. Remaining Useful Life (RUL) prediction is a key component of ...