Xiangzhong Luo
1 indexed paper
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126
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AI×1
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2026
Do Agents Think Deeper? A Mechanistic Investigation of Layer-Wise Dynamics in Sequential Planning
The paper investigates how LLMs allocate their internal computational depth during multi-turn agentic planning, finding that agents progressively recruit deeper layers and shift toward corrective updates as reasoning complexity increases.
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