Looped Transformers heat up: 10 new papers on recurrent loop architectures

TheTuringPost · x · 2026-10-24

The Turing Post rounds up 10 recent papers on Looped Transformers, including Recurrent Looped Transformer, Looped Prediction Transformer, Recursive Multi-Agent Systems, and Loop Flow Transformers. An accompanying diagram contrasts three designs: Sequential AST with N distinct blocks, Full-token loop reprocessing all tokens every pass, and LAST, which only processes the CLS token after the first pass to cut repeated computation.

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