Cohere cracks lossless quantization and native citations with first full Apache 2.0 licensed open model Command A+

Using special tags embedded in the output, the model directly links every factual claim it makes to the specific source ...
IEEE

MuQ: Self-Supervised Music Representation Learning With Mel Residual Vector Quantization

Abstract: Recent years have witnessed the success of foundation models pre-trained with self-supervised learning (SSL) in various music informatics understanding tasks, including music tagging, ...
GitHub

A minimal, secure Python interpreter written in Rust for use by AI.

Experimental - This project is still in development, and not ready for the prime time. A minimal, secure Python interpreter written in Rust for use by AI. Monty avoids the cost, latency, complexity ...
marktechpost

Top 10 KV Cache Compression Techniques for LLM Inference: Reducing Memory Overhead Across Eviction, Quantization, and Low-Rank Methods

As large language models scale to longer context windows and serve more concurrent users, the key-value (KV) cache has emerged as a primary memory bottleneck in production inference systems. For a ...
IEEE

EdgeCodec: Onboard Lightweight High Fidelity Neural Compressor with Residual Vector Quantization

Abstract: Data Compression is a staple of data processing and storage. Sending and storing data more efficiently is an open challenge in the Internet-of-Things (IoT), with devices typically ...