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cs.LG2026
Recirculation
Michael C. Mozer, Shoaib Ahmed Siddiqui, Danny Sawyer +2
We describe an inference-time architectural enhancement for off-the-shelf foundation models that systematically reduces perplexity and boosts accuracy across generation and reasoni…
cs.LG2026★ 1 cited
The Topological Trouble With Transformers
Michael C. Mozer, Shoaib Ahmed Siddiqui, Rosanne Liu
Transformers encode structure in sequences via an expanding contextual history. However, their purely feedforward architecture fundamentally limits dynamic state tracking. State tr…