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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Swaroop Ghosh

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Jul 2026

Parameter-free Adaptive Sparse Attention via Compression-Based Content Selection

This work shows that classical data compression provides an effective masking signal with no additional parameters, and identifies non-redundant content blocks and route long-range attention selectively through them by computing per-block gzip compression ratios.

Debarshi Kundu, Swaroop Ghosh, Vasant Honavar · 0 citations

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