Tech Xplore

Compression technique makes AI models leaner and faster while they're still learning

Training a large artificial intelligence model is expensive, not just in dollars, but in time, energy, and computational ...
Hackaday

TurboQuant: Reducing LLM Memory Usage With Vector Quantization

Large language models (LLMs) aren’t actually giant computer brains. Instead, they are massive vector spaces in which the ...
IEEE

Irreversible Compression of Medical Images with a Rigorous Error Bound

Abstract: For the archiving of mammograms, the FDA requires lossless image compression. Using near-lossless compressors for temporary examination of medical images could be advantageous “if the ...
IEEE

Federated Learning Algorithm Based on Model Compression and Parameter Smartification

Abstract: Compared with traditional centralized learning, federated learning enables edge clients' local training/data processing to boost privacy/security. To address its challenges (large models, ...