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20242026
most citedInfant Agent: A Tool-Integrated, Logic-Driven Agent with Cost-Effective API Usage

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cs.LG2026

Shallow Queries, Mature Values: Depth-Asynchronous Self-Speculation for Looped Transformers

Guanghao Li, Zihan Su, Hao Yu +6

Looped Transformers reuse a shared block across recurrent depths, making autoregressive decoding expensive because every generated token requires many sequential recurrent passes.…