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Dense Structural Compression of Transformers via Gauge-Correct Channel Removal
GaugeLasso uses gauge-correct channel penalties to structurally compress transformers during training, reducing compute up to 255x with preserved accuracy and outperforming hand-designed baselines.
Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026
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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 3/5