Beyond Dialogue Time: Temporal Semantic Memory for Personalized LLM Agents
cs.AI
Submitted: 2026-01-12
Updated: 2026-09-02
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Memory in the Age of AI Agents
- Retrieval-Augmented Generation with Hierarchical Knowledge
- Episodic Memories Generation and Evaluation Benchmark for Large Language Models
- Pre-Storage Reasoning for Episodic Memory: Shifting Inference Burden to Memory for Personalized Dialogue
- Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
- Embodied Agents Meet Personalization: Investigating Challenges and Solutions Through the Lens of Memory Utilization
- LightMem: Lightweight and Efficient Memory-Augmented Generation
- Hello Again! LLM-powered Personalized Agent for Long-term Dialogue
- Large Language Model Agent: A Survey on Methodology, Applications and Challenges
- MemGPT: Towards LLMs as Operating Systems
- Generative Agents: Interactive Simulacra of Human Behavior
- Evaluating Very Long-Term Conversational Memory of LLM Agents
- Qwen3 Technical Report
- Zep: A Temporal Knowledge Graph Architecture for Agent Memory
- A Survey on Large Language Models with some Insights on their Capabilities and Limitations
- Large Language Models: A Survey
- What Deserves Memory: Adaptive Memory Distillation for LLM Agents
- ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory
- Hierarchical Memory for High-Efficiency Long-Term Reasoning in LLM Agents
- G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems
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