Tag: Self-Evolution

All the articles with the tag "Self-Evolution".

• Long Term Memory: The Foundation of AI Self-Evolution

  Published: 17 May, 2025 |  at  11:08 AM

  

  85.57 🤔

  This paper proposes Long-Term Memory (LTM) as a cornerstone for AI self-evolution, demonstrating through multi-agent frameworks like OMNE and diverse experiments that LTM enables personalized, adaptive learning in LLMs during inference, achieving top performance on benchmarks like GAIA.

• TTRL: Test-Time Reinforcement Learning

  Published: 4 May, 2025 |  at  04:30 PM

  

  93.49 👍

  本文提出测试时强化学习（TTRL）方法，通过多数投票估计奖励，在无标签测试数据上训练大语言模型，实现模型自演化并显著提升推理任务性能。