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KV Cache Compression Through the Lens of Transform Coding
Attention-Aware Transform Coding is introduced, which allocates bits over a calibration set to minimize attention-aware distortion and achieves near-lossless accuracy at approximately $5.8\times compression.
An Instrument to Evaluate Governance Proposals: AI Policy Analysis at Scale
A mixed-methods approach that integrates qualitative insights from subject matter experts with computational text analysis to inform the design of policy attribute rubrics, intended to support policymakers, analysts, and researchers navigating complex AI governance environments.