table_of_content.md

🗂️ Tables of Contents

• 🚢 1. Introduction

• 🧠 2. Memory Definitions

  • 2.1 Memory from the Perspective of Cognitive Neuroscience

  • 2.2 Memory from the Perspective of Large Language Models

    • 2.2.1 Parametric Memory
    • 2.2.2 Working Memory
    • 2.2.3 Explicit External Memory

  • 2.3 Memory from the Perspective of Agents

    • Structured Storage
    • Dynamic Scheduling Mechanisms
    • Cognitive Processing and Evolution
    • The Difference Between Agent Memory and RAG

• 🤔 3. Memory Utility

  • 3.1 Breaking Context Window Constraints

    • 3.1.1 Heuristic Context Design
    • 3.1.2 Autonomous Memory Optimization

  • 3.2 Constructing Long-term Personalized Profiles

    • 3.2.1 Constructing Long-term Personalized Profiles
    • 3.2.2 Preference-aligned Execution

  • 3.3 Driving Experience-based Reasoning

    • Strategic Guidance
    • Procedural Solidification

• 🧩 4. Memory Classification

  • 4.1 Memory Classification in Cognitive Neuroscience

    • 4.1.1 Short‑term memory

    • 4.1.2 Long‑term memory

      • Episodic memory
      • Semantic memory

    • 4.1.3 Distinction and Interaction

  • 4.2 Memory Classification in Agents

    • 4.2.1 Nature-based Classification

      • Episodic memory
      • Semantic memory

    • 4.2.2 Scope-based Classification

      • Inside-trail memory
      • Cross-trail memory
      • Distinction

• 💾 5. Memory Storage

  • 5.1 Memory Storage in Cognitive Neuroscience

    • 5.1.1 Short-term Memory Storage

      • Storage Location
      • Storage Format

    • 5.1.2 Long-term Memory Storage

      • Storage Location
      • Storage Format

  • 5.2 Memory Storage in Agents

    • 5.2.1 Storage Location

      • Context Window
      • Memory Bank

    • 5.2.2 Storage Format

      • Text
      • Graph
      • Parameters
      • Latent Representation

• 🖥️ 6. Memory Management

  • 6.1 Memory Management in Cognitive Neuroscience

    • 6.1.1 Memory Formation

      • Encoding
      • Consolidation
      • Integration

    • 6.1.2 Memory Updating

    • 6.1.3 Memory Retrieval

      • The Neural Basis of Retrieval
      • The Impact of Retrieval on Existing Memory Storage
      • The Facilitative Effect of Retrieval on Subsequent Encoding

  • 6.2 Memory Management in Agents

    • 6.2.1 Memory Extraction

      • Flat Extraction
      • Hierarchical Extraction
      • Generative Extraction

    • 6.2.2 Memory Update

      • Inside-Trial Update
      • Cross-Trial Update

    • 6.2.3 Memory Retrieval

      • Similarity-based Retrieval
      • Multi-factor Retrieval

    • 6.2.4 Memory Application

      • Context Utilization
      • Parameter Internalization

• 📊 7. Benchmarks

  • 7.1 Benchmarks for Semantic-oriented
  • 7.2 Benchmarks for Episodic-oriented

• 🔐 8. Memory Security

  • 8.1 Attack of Agent Memory

    • 8.1.1 Extraction-based Attack
    • 8.1.2 Poisoning-based Attack

  • 8.2 Defense of Agent Memory

    • 8.2.1 Retrieval-based Defense
    • 8.2.2 Response-based Defense
    • 8.2.2 Privacy-based Defense

• 🔜 9. Future Discussion

  • 9.1 Multimodal Memory
  • 9.2 Agent Skills

• 🚢 10. Conclusion