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cs.CL2026
INTACT: Inducing Latent Reasoning on a Frozen Backbone
Kutay Tire, Atula Tejaswi, Haris Vikalo +1
Latent reasoning replaces natural-language chains of thought with compact continuous "soft-token" representations, reducing the number of intermediate tokens that must be decoded a…
cs.LG2026
Covariance-Aware Transformers for Quadratic Programming and Decision Making
Kutay Tire, Yufan Zhang, Ege Onur Taga +1
We explore the use of transformers for solving quadratic programs and how this capability benefits decision-making problems that involve covariance matrices. We first show that the…