Author

James O'Neill

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Jul 2026

Looped Latent Attention: Cross-Loop KV Compression for Looped Transformers

This work introduces Looped Latent Attention (\lla{}), a post-training cache codec that stores compact K and V latents and reconstructs loop-specific K/V vectors only when attention reads them, and shows that the recurrent cache is low-rank but not safely collapsible to a single state.

James O'Neill, Fergal Reid · arXiv.org · 0 citations