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Codec-Gauge: Learning Compression-Friendly Gauges for Transformer KV Caches

arXiv cs.LG · 2026-07-24 Cached

Codec-Gauge learns small orthogonal channel transforms (gauges) for Transformer KV caches to improve compression fidelity at fixed bit rates, achieving significant KL divergence reduction across multiple models and backends.

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Handsum: An LQIP Image File Format

Lobsters Hottest · 2026-07-11 Cached

Nigel Tao introduces Handsum, a new fixed-size LQIP image file format based on DCT, offering predictable file sizes and simplicity compared to JPEG.

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Chiaroscuro Attention: Spending Compute in the Dark

Hugging Face Daily Papers · 2026-06-06 Cached

CHIAR-Former uses spectral entropy-based routing to dynamically select between DCT, RBF, and self-attention operators, achieving improved efficiency on large text datasets while maintaining performance through hybrid attention mechanisms.

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