Learning to Accumulate Knowledge with Mutual Information
cs.AI
Submitted: 2026-10-07
Updated: 2026-10-07
Code: https://github.com/LaoKuiZe/Knowledge-Weaver
Terminology
Sources
- Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
- Diversity is All You Need: Learning Skills without a Reward Function
- Learning deep representations by mutual information estimation and maximization
- SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
- SKILL0: In-Context Agentic Reinforcement Learning for Skill Internalization
- CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization
- Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents
- Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills
- Representation Learning with Contrastive Predictive Coding
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning
- ALFWorld: Aligning Text and Embodied Environments for Interactive Learning
- Voyager: An Open-Ended Embodied Agent with Large Language Models
- RAGEN-2: Reasoning Collapse in Agentic RL
- Agent Workflow Memory
- SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
- AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution
- ReAct: Synergizing Reasoning and Acting in Language Models
- SkillRise: Agentic Reinforcement Learning for Cross-Task Skill Evolution
- NextMem: Towards Latent Factual Memory for LLM-based Agents
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