Amortized Latent Steering: Low-Cost Alternative to Test-Time Optimization

Nathan Egbuna, Saatvik Gaur, Sunishchal Dev +2

Test-time optimization remains impractical at scale due to prohibitive inference costs--techniques like iterative refinement and multi-step verification can require $10-100\times$…