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cs.AI2026
More: Mode-Optimized Reasoning with Self-Adaptive Effort for Self-Evolving Agents
Dianxing Shi, Dingjie Fu, Tianyu Lei +1
Self-evolving training improves the performance of agents on difficult tasks through verifiable feedback, but it often applies costly deliberation uniformly across tasks. To addres…
cs.AI2026
Who Bridges Safety? Identifying and Targeting Cross-Lingual Shared Safety Pathways
Shuyi Miao, Wangjie Qiu, Pengyang Shao +4
Uncovering the internal mechanisms underlying the safety capabilities of large language models (LLMs) is crucial for developing trustworthy artificial intelligence. Currently, mech…