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title: "ICLR2025 Mathur: MIND Adaptive Thinking with Dynamic Computation"
source: https://www.jemoka.com/posts/kbhiclr2025_mathur_mind_adaptive_thinking_with_dynamic_computation/
---

Motivation Standard computation doesn&rsquo;t adapt.
Fixed-Point Iteration for Adaptation method: CNN for every layer, perform fixed-point iteration until convergence to mask out (what exactly?) supervise also an &ldquo;introspection model&rdquo; to skip the entire fixed point loss: LM + supervision for the introspection model method: MIND-transformer for every layer, perform fixed-point iteration until attention activation convergence ditto introspection as above
