Nature

A targeted one dimensional fully convolutional autoencoder network for intelligent compression of magnetic flux leakage data

In response to the issue of massive data volume generated by magnetic flux leakage (MFL) non-destructive testing in oil and gas pipelines, an intelligent data compression method based on a targeted ...
EDN

Testing space-grade processors for data compression

Efficient data compression and transmission are crucial in space missions due to restricted resources, such as bandwidth and storage capacity. This requires efficient data-compression methods that ...

Context compression finally works in production: new research cuts LLM input 16x without the accuracy hit

LCLMs compress LLM context before decode — 8.8x faster at 16x compression, beating every KV cache method tested. Open-sourced by NYU and Columbia.
Nature

Efficient and robust search of microbial genomes via phylogenetic compression

Comprehensive collections of genomes have become an invaluable resource for research across the life sciences. However, their exponential growth, exceeding improvements in computation, makes their ...