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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Dan Zhang

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#artificial intelligence Jun 2026

On-Policy Distillation with Curriculum Turn-level Guidance for Multi-turn Agents

Guided On-Policy Distillation (Guided-OPD), a simple yet effective algorithm that mixes teacher- and student-generated turns within each rollout and schedules the teacher's intervention probability along a curriculum that decays to zero is proposed.

Gengsheng Li, Mao Zheng, Ming-Yang Song et al. · 24 citations · ⚡3
Review Aug 2026

Continual Learning in Transition

Anchored by this tri-axial framework, representative methods are systematically surveyed, the ongoing transition of continual learning is traced, and the key challenges, broader implications, and future directions arising from this paradigm shift are discussed.

Zhi-Yan Hou, Dan Zhang, Tao Feng et al. · 0 citations

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