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cs.AI2026
SelfSearch: Reward-Free Search for Self-Improving Agents
Jungwoo Yang, Injin Kong, In Jin Kong +1
Advances in the coding capabilities of LLM agents allow them to inspect and modify their own instructions, tools, and execution procedures. Existing approaches use this ability to…
cs.AI2026
Unmask the State: When Does State Adaptation Matter for Masked Diffusion Language Models
Injin Kong, Sunghwan Choi, Yohan Jo
Masked diffusion language models (MDMs) admit flexible generation orders, making the unmasking strategy an inference decision. Existing methods vary in how they prioritize position…