LowRankArena standardizes SVD-based LLM compression evaluation and reveals that method rankings and speedups depend heavily on backbone and workload under aligned protocols.
Multistage Defer Trees use sequential sparse decision trees to route most samples through interpretable rules before deferring to black boxes, matching ensemble accuracy with high interpretability.
FullTilt detects open-set 3D macromolecules directly from 2D tilt-series via a tilt-series encoder, accelerating inference orders of magnitude while achieving state-of-the-art zero-shot results.