2 papers
cs.LG2025
Highly Efficient Direct Analytics on Semantic-aware Time Series Data Compression
Guoyou Sun, Panagiotis Karras, Qi Zhang
Semantic communication has emerged as a promising paradigm to tackle the challenges of massive growing data traffic and sustainable data communication. It shifts the focus from dat…
cs.DC2025
SHRINK: Data Compression by Semantic Extraction and Residuals Encoding
Guoyou Sun, Panagiotis Karras, Qi Zhang
The distributed data infrastructure in Internet of Things (IoT) ecosystems requires efficient data-series compression methods, along with the ability to feed different accuracy dem…