SuanNi

Apr 30, 2026 · Artificial Intelligence

Why Transformers Are Naturally Succinct: Insights from the ICLR Best Paper

The ICLR 2026 best paper reveals that Transformers achieve extreme succinctness—encoding complex concepts with exponentially fewer symbols than RNNs—while proving that analyzing or verifying such models incurs EXPSPACE‑complete computational costs.