Kecheng Cai
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ML×1AI×1
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2026
Richer Representations for Neural Algorithmic Reasoning via Auxiliary Reconstruction
The paper proposes using an auxiliary reconstruction task, specifically one that captures intra-state feature dependencies, to improve the quality of state representations learned by the encoder in neural algorithmic reasoning.
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cs.LGcs.AIRecentMay 30, 2026
Richer Representations for Neural Algorithmic Reasoning via Auxiliary Reconstruction
Jiafu Huang, Chao Peng, Chenyang Xu, Zhengfeng Yang +6 more
The paper proposes using an auxiliary reconstruction task, specifically one that captures intra-state feature dependencies, to improve the quality of state representations learned by the encoder in ne…
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