Posts tagged "rate-distortion"

The Information-Theoretic Limits of Context Windows

There are fundamental limits on how much information a fixed-width attention mechanism can extract from n tokens. Here's the math from Shannon's channel capacity to attention bounds.

The Rate-Distortion Theory of Context Compression

Context compaction is a lossy compression problem. Rate-distortion theory gives the theoretical lower bound on how much conversation history can be compressed.