Latest Articles for Data Compression

Discover how adaptive dynamic quantization enhances VQ-VAE models for better data representation.

New deep learning methods improve image compression efficiency and quality.

Combining CDAWG and SLG for effective pattern matching in compressed text.

KVMerger reduces memory use in language models while maintaining performance through effective state merging.

A look at improved grammar-based compression methods and their impact on data access.

New GMRF methods enhance image compression efficiency and quality.

Enhancing image compression for both machines and humans.

An examination of randomness and complexity in sequences of symbols.

Learn how low rank approximation simplifies large datasets for efficient data analysis.

Examining how codecs retain emotional tones in voice data.

Exploring conditional mean estimation in quantized signal systems and its applications.

Explore how string attractors improve data compression methods.

New techniques help compress vast atmospheric datasets for better analysis and predictions.

Learn how lossy compression and AMR improve data handling in simulations.

A study on improving methods to detect lossy audio compression for better sound quality.

New framework enhances image processing in multimodal large language models.

Finch compresses input data for better processing in language models.

Learn how prompt compression can enhance language model performance and reduce resource use.

Learn about 500xCompressor, a new method for effective prompt compression.

Exploring techniques to enhance LLM performance during inference.

Diff-PCC improves point cloud compression efficiency and quality using diffusion models.

A novel method using language models to compress 3D point clouds effectively.

HoSZp allows efficient computations on compressed scientific data, improving analysis workflows.

A new method enhances video generation quality and efficiency.

New methods in image compression improve efficiency and quality.

Discover how the new SwinNPE framework improves image compression without losing quality.

New methods improve neural network performance on limited-resource devices.

Examining methods to compress data while maintaining quality and user experience.

BigCodec improves sound quality in low-bitrate audio transmission.

Exploring new techniques for efficient image compression through neural network models.

Discover the benefits of Neural Video Representation Compression for efficient video handling.

A new method improves data compression efficiency and speed.

MesonGS simplifies the management of 3D Gaussian files by improving compression efficiency.

A new technique cuts memory needs for large language models while keeping performance.

New insights into Kolmogorov complexity enhance data compression methods.

A novel compressor boosts GMRES performance in solving linear equations.

Exploring new methods for efficient image storage and transmission.

New methods optimize large language model quantization, enhancing efficiency and accuracy.

A look at the Codec-SUPERB challenge results and codec performance metrics.

New methods speed up video encoding and decoding.