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StiCAS: Compositional Activation Steering via Stiefel Manifold Coordinate Transport

StiCAS learns orthogonal concept subspaces via Stiefel optimization so compositional activation steering achieves exact commutativity and doubles multi-concept success.

Toan Doan, Thin Nguyen, Sunil Gupta

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 2/5