1
Unified Context Evolution for LLM Agents
破解LLM智能体多轮交互中策略遗忘难题，提出统一上下文演化框架，提升跨任务学习效率。
arXiv:2606.02304v1 Announce Type: new Abstract: LLM-based agents can solve multi-step interactive tasks by combining reasoning with environment feedba…
2
Dynamic Mixed-Precision Routing for Efficient Multi-step LLM Interaction
提出动态混合精度路由方法，在多步LLM交互中实现高效推理，在精度与效率间取得平衡。
arXiv:2602.02711v2 Announce Type: replace Abstract: Large language models (LLMs) achieve strong performance in long-horizon decision-making tasks thro…