Compression Limits, Perfect Reconstruction, Information Theory, Entropy Coding

A small rant about compression
codecs.multimedia.cx·3h
📦Deflate
6D Phase Space Reconstruction: MENT-Flow Validation on Complex High-Dimensional Distributions
hackernoon.com·6h
💎Information Crystallography
Channel Simulation and Distributed Compression with Ensemble Rejection Sampling
arxiv.org·17h
Information Bottleneck
Three Solutions to Nondeterminism in AI
blog.hellas.ai·8h·
Discuss: Hacker News
🎯Performance Proofs
Efficient and accurate search in petabase-scale sequence repositories
nature.com·5h
🔄Burrows-Wheeler
Introducing OpenZL: An Open Source Format-Aware Compression Framework
engineering.fb.com·2d·
Modern Compression
JEPAs: Unveiling the Hidden Density Oracle Within by Arvind Sundararajan
dev.to·5h·
Discuss: DEV
🧠Machine Learning
SSDD: Single-Step Diffusion Decoder for Efficient Image Tokenization
github.com·1d·
Discuss: Hacker News
Modern Compression
H1B-KV: Hybrid One-Bit Caches for Memory-Efficient Large Language Model Inference
arxiv.org·17h
💨Cache Optimization
Leveraging Normalizing Flows for Conservative 6D Beam Reconstruction: Conclusions and Extensions
hackernoon.com·5h
🏺Computational Archaeology
The Mondrian introduction to functional optics
marcosh.github.io·1d·
Bidirectional Programming
Quantum capacity amplification via privacy
arxiv.org·1d
⚛️Quantum Compression
ECLipsE-Gen-Local: Efficient Compositional Local Lipschitz Estimates for Deep Neural Networks
arxiv.org·17h
🌀Riemannian Computing
Partial Information Decomposition via Normalizing Flows in Latent Gaussian Distributions
arxiv.org·1d
🧠Machine Learning
Fast Matrix Multiply on an Apple GPU
percisely.xyz·1d·
Discuss: Hacker News
SIMD Vectorization
Not all bits are made equal
shash42.substack.com·48m·
Discuss: Substack
🧠Intelligence Compression
Quantifying the Accuracy-Interpretability Trade-Off in Concept-Based Sidechannel Models
arxiv.org·17h
🧠Machine Learning
Less Is More: Recursive Reasoning with Tiny Networks
github.com·6h·
Discuss: Hacker News
📊Quantization