SelfSearch is introduced, a reward-free search procedure in which agents modify themselves using records of previous self-improvement episodes, providing concrete experience for improving both task solving and self-modification.
Jungwoo Yang, InJin Kong, Yohan Jo
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The results suggest that the representation space in which diffusion operates should itself be treated as a first-class design variable for continuous diffusion in language models.
InJin Kong, Hyoungjoon Lee, Yohan Jo
· arXiv.org · 1 citation
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Masked diffusion language models (MDMs) admit flexible generation orders, making the unmasking strategy an inference decision. Existing methods vary in how they prioritize positions, control parallelism, restrict selection regions, revise predictions, or plan future denoising, yet it remains unclear when these choices...
InJin Kong, Sung-hwan Choi, Yohan Jo
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It is suggested that diffusion post-training selectively preserves or reorganizes inherited computation according to task structure, rather than uniformly replacing autoregressive mechanisms.
InJin Kong, Hyoungjoon Lee, Yohan Jo
· arXiv.org · 0 citations
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